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				https://github.com/gnss-sdr/gnss-sdr
				synced 2025-10-31 07:13:03 +00:00 
			
		
		
		
	Merge branch 'next' of https://github.com/gnss-sdr/gnss-sdr into next
This commit is contained in:
		| @@ -32,7 +32,6 @@ Checks: '-*, | |||||||
|         performance-inefficient-algorithm, |         performance-inefficient-algorithm, | ||||||
|         performance-move-const-arg, |         performance-move-const-arg, | ||||||
|         performance-type-promotion-in-math-fn, |         performance-type-promotion-in-math-fn, | ||||||
|         performance-unnecessary-copy-initialization, |  | ||||||
|         performance-unnecessary-value-param, |         performance-unnecessary-value-param, | ||||||
|         readability-container-size-empty, |         readability-container-size-empty, | ||||||
|         readability-identifier-naming, |         readability-identifier-naming, | ||||||
|   | |||||||
							
								
								
									
										200
									
								
								CMakeLists.txt
									
									
									
									
									
								
							
							
						
						
									
										200
									
								
								CMakeLists.txt
									
									
									
									
									
								
							| @@ -295,6 +295,12 @@ if(${CMAKE_SYSTEM_NAME} MATCHES "Darwin") | |||||||
|     set(OS_IS_MACOSX TRUE) |     set(OS_IS_MACOSX TRUE) | ||||||
|     execute_process(COMMAND uname -v OUTPUT_VARIABLE DARWIN_VERSION) |     execute_process(COMMAND uname -v OUTPUT_VARIABLE DARWIN_VERSION) | ||||||
|     string(REGEX MATCH "[0-9]+" DARWIN_VERSION ${DARWIN_VERSION}) |     string(REGEX MATCH "[0-9]+" DARWIN_VERSION ${DARWIN_VERSION}) | ||||||
|  |     if(${DARWIN_VERSION} MATCHES "19") | ||||||
|  |         set(MACOS_CATALINA TRUE) | ||||||
|  |         set(CMAKE_XCODE_ATTRIBUTE_CLANG_CXX_LANGUAGE_STANDARD "c++14") | ||||||
|  |         set(CMAKE_XCODE_ATTRIBUTE_CLANG_CXX_LIBRARY "libc++") | ||||||
|  |         message(STATUS "Configuring GNSS-SDR v${VERSION} to be built on macOS Catalina 10.15") | ||||||
|  |     endif() | ||||||
|     if(${DARWIN_VERSION} MATCHES "18") |     if(${DARWIN_VERSION} MATCHES "18") | ||||||
|         set(MACOS_MOJAVE TRUE) |         set(MACOS_MOJAVE TRUE) | ||||||
|         set(CMAKE_XCODE_ATTRIBUTE_CLANG_CXX_LANGUAGE_STANDARD "c++14") |         set(CMAKE_XCODE_ATTRIBUTE_CLANG_CXX_LANGUAGE_STANDARD "c++14") | ||||||
| @@ -468,7 +474,7 @@ endif() | |||||||
|  |  | ||||||
|  |  | ||||||
| ################################################################################ | ################################################################################ | ||||||
| # Set C and C++ standard | # Set minimal C and C++ standards | ||||||
| ################################################################################ | ################################################################################ | ||||||
| if(NOT (CMAKE_VERSION VERSION_LESS "3.1")) | if(NOT (CMAKE_VERSION VERSION_LESS "3.1")) | ||||||
|     set(CMAKE_C_STANDARD 11) |     set(CMAKE_C_STANDARD 11) | ||||||
| @@ -484,7 +490,7 @@ else() | |||||||
|         endif() |         endif() | ||||||
|     endif() |     endif() | ||||||
|     if(CMAKE_CXX_COMPILER_ID MATCHES "Clang") |     if(CMAKE_CXX_COMPILER_ID MATCHES "Clang") | ||||||
|         if(OS_IS_MACOSX) |         if(CMAKE_CXX_COMPILER_ID STREQUAL "AppleClang") | ||||||
|             if(CLANG_VERSION VERSION_LESS "600") |             if(CLANG_VERSION VERSION_LESS "600") | ||||||
|                 add_compile_options("$<$<STREQUAL:$<TARGET_PROPERTY:LINKER_LANGUAGE>,CXX>:-std=c++11>") |                 add_compile_options("$<$<STREQUAL:$<TARGET_PROPERTY:LINKER_LANGUAGE>,CXX>:-std=c++11>") | ||||||
|             else() |             else() | ||||||
| @@ -623,132 +629,6 @@ set_package_properties(GNURADIO PROPERTIES | |||||||
|     PURPOSE "Implements flowgraph scheduler, provides some processing blocks and classes to create new ones." |     PURPOSE "Implements flowgraph scheduler, provides some processing blocks and classes to create new ones." | ||||||
|     TYPE REQUIRED |     TYPE REQUIRED | ||||||
| ) | ) | ||||||
| if(GNURADIO_VERSION) |  | ||||||
|     if(GNURADIO_VERSION VERSION_LESS ${GNSSSDR_GNURADIO_MIN_VERSION}) |  | ||||||
|         unset(GNURADIO_RUNTIME_FOUND) |  | ||||||
|         message(STATUS "The GNU Radio version installed in your system (v${GNURADIO_VERSION}) is too old.") |  | ||||||
|     endif() |  | ||||||
| endif() |  | ||||||
| if(NOT GNURADIO_RUNTIME_FOUND) |  | ||||||
|     message(STATUS "CMake cannot find GNU Radio >= ${GNSSSDR_GNURADIO_MIN_VERSION}") |  | ||||||
|     if(OS_IS_LINUX) |  | ||||||
|         message("Go to https://github.com/gnuradio/pybombs") |  | ||||||
|         message("and follow the instructions to install GNU Radio in your system.") |  | ||||||
|     endif() |  | ||||||
|     if(OS_IS_MACOSX) |  | ||||||
|         message("You can install it easily via Macports:") |  | ||||||
|         message("  sudo port install gnuradio ") |  | ||||||
|         message("Alternatively, you can use homebrew:") |  | ||||||
|         message("  brew install gnuradio") |  | ||||||
|     endif() |  | ||||||
|     message(FATAL_ERROR "GNU Radio v${GNSSSDR_GNURADIO_MIN_VERSION} or later is required to build gnss-sdr.") |  | ||||||
| else() |  | ||||||
|     if(NOT TARGET Gnuradio::runtime) |  | ||||||
|         add_library(Gnuradio::runtime SHARED IMPORTED) |  | ||||||
|         list(GET GNURADIO_RUNTIME_LIBRARIES 0 FIRST_DIR) |  | ||||||
|         get_filename_component(GNURADIO_RUNTIME_DIR ${FIRST_DIR} ABSOLUTE) |  | ||||||
|         set_target_properties(Gnuradio::runtime PROPERTIES |  | ||||||
|             IMPORTED_LINK_INTERFACE_LANGUAGES "CXX" |  | ||||||
|             IMPORTED_LOCATION "${GNURADIO_RUNTIME_DIR}" |  | ||||||
|             INTERFACE_INCLUDE_DIRECTORIES "${GNURADIO_RUNTIME_INCLUDE_DIRS}" |  | ||||||
|             INTERFACE_LINK_LIBRARIES "${GNURADIO_RUNTIME_LIBRARIES}" |  | ||||||
|         ) |  | ||||||
|     endif() |  | ||||||
| endif() |  | ||||||
|  |  | ||||||
| if(NOT GNURADIO_ANALOG_FOUND) |  | ||||||
|     message(FATAL_ERROR "*** The gnuradio-analog library v${GNSSSDR_GNURADIO_MIN_VERSION} or later is required to build gnss-sdr") |  | ||||||
| else() |  | ||||||
|     if(NOT TARGET Gnuradio::analog) |  | ||||||
|         add_library(Gnuradio::analog SHARED IMPORTED) |  | ||||||
|         list(GET GNURADIO_ANALOG_LIBRARIES 0 FIRST_DIR) |  | ||||||
|         get_filename_component(GNURADIO_ANALOG_DIR ${FIRST_DIR} ABSOLUTE) |  | ||||||
|         set_target_properties(Gnuradio::analog PROPERTIES |  | ||||||
|             IMPORTED_LINK_INTERFACE_LANGUAGES "CXX" |  | ||||||
|             IMPORTED_LOCATION "${GNURADIO_ANALOG_DIR}" |  | ||||||
|             INTERFACE_INCLUDE_DIRECTORIES "${GNURADIO_ANALOG_INCLUDE_DIRS}" |  | ||||||
|             INTERFACE_LINK_LIBRARIES "${GNURADIO_ANALOG_LIBRARIES}" |  | ||||||
|         ) |  | ||||||
|     endif() |  | ||||||
| endif() |  | ||||||
|  |  | ||||||
| if(NOT GNURADIO_BLOCKS_FOUND) |  | ||||||
|     message(FATAL_ERROR "*** The gnuradio-blocks library v${GNSSSDR_GNURADIO_MIN_VERSION} or later is required to build gnss-sdr") |  | ||||||
| else() |  | ||||||
|     if(NOT TARGET Gnuradio::blocks) |  | ||||||
|         add_library(Gnuradio::blocks SHARED IMPORTED) |  | ||||||
|         list(GET GNURADIO_BLOCKS_LIBRARIES 0 FIRST_DIR) |  | ||||||
|         get_filename_component(GNURADIO_BLOCKS_DIR ${FIRST_DIR} ABSOLUTE) |  | ||||||
|         set_target_properties(Gnuradio::blocks PROPERTIES |  | ||||||
|             IMPORTED_LINK_INTERFACE_LANGUAGES "CXX" |  | ||||||
|             IMPORTED_LOCATION "${GNURADIO_BLOCKS_DIR}" |  | ||||||
|             INTERFACE_INCLUDE_DIRECTORIES "${GNURADIO_BLOCKS_INCLUDE_DIRS}" |  | ||||||
|             INTERFACE_LINK_LIBRARIES "${GNURADIO_BLOCKS_LIBRARIES}" |  | ||||||
|         ) |  | ||||||
|     endif() |  | ||||||
| endif() |  | ||||||
|  |  | ||||||
| if(NOT GNURADIO_FILTER_FOUND) |  | ||||||
|     message(FATAL_ERROR "*** The gnuradio-filter library v${GNSSSDR_GNURADIO_MIN_VERSION} or later is required to build gnss-sdr") |  | ||||||
| else() |  | ||||||
|     if(NOT TARGET Gnuradio::filter) |  | ||||||
|         add_library(Gnuradio::filter SHARED IMPORTED) |  | ||||||
|         list(GET GNURADIO_FILTER_LIBRARIES 0 FIRST_DIR) |  | ||||||
|         get_filename_component(GNURADIO_FILTER_DIR ${FIRST_DIR} ABSOLUTE) |  | ||||||
|         set_target_properties(Gnuradio::filter PROPERTIES |  | ||||||
|             IMPORTED_LINK_INTERFACE_LANGUAGES "CXX" |  | ||||||
|             IMPORTED_LOCATION "${GNURADIO_FILTER_DIR}" |  | ||||||
|             INTERFACE_INCLUDE_DIRECTORIES "${GNURADIO_FILTER_INCLUDE_DIRS}" |  | ||||||
|             INTERFACE_LINK_LIBRARIES "${GNURADIO_FILTER_LIBRARIES}" |  | ||||||
|         ) |  | ||||||
|     endif() |  | ||||||
| endif() |  | ||||||
|  |  | ||||||
| if(NOT GNURADIO_FFT_FOUND) |  | ||||||
|     message(FATAL_ERROR "*** The gnuradio-fft library v${GNSSSDR_GNURADIO_MIN_VERSION} or later is required to build gnss-sdr") |  | ||||||
| else() |  | ||||||
|     if(NOT TARGET Gnuradio::fft) |  | ||||||
|         add_library(Gnuradio::fft SHARED IMPORTED) |  | ||||||
|         list(GET GNURADIO_FFT_LIBRARIES 0 FIRST_DIR) |  | ||||||
|         get_filename_component(GNURADIO_FFT_DIR ${FIRST_DIR} ABSOLUTE) |  | ||||||
|         set_target_properties(Gnuradio::fft PROPERTIES |  | ||||||
|             IMPORTED_LINK_INTERFACE_LANGUAGES "CXX" |  | ||||||
|             IMPORTED_LOCATION "${GNURADIO_FFT_DIR}" |  | ||||||
|             INTERFACE_INCLUDE_DIRECTORIES "${GNURADIO_FFT_INCLUDE_DIRS}" |  | ||||||
|             INTERFACE_LINK_LIBRARIES "${GNURADIO_FFT_LIBRARIES}" |  | ||||||
|         ) |  | ||||||
|     endif() |  | ||||||
| endif() |  | ||||||
|  |  | ||||||
| if(NOT GNURADIO_PMT_FOUND) |  | ||||||
|     message(FATAL_ERROR "*** The gnuradio-pmt library v${GNSSSDR_GNURADIO_MIN_VERSION} or later is required to build gnss-sdr") |  | ||||||
| else() |  | ||||||
|     if(NOT TARGET Gnuradio::pmt) |  | ||||||
|         add_library(Gnuradio::pmt SHARED IMPORTED) |  | ||||||
|         list(GET GNURADIO_PMT_LIBRARIES 0 FIRST_DIR) |  | ||||||
|         get_filename_component(GNURADIO_PMT_DIR ${FIRST_DIR} ABSOLUTE) |  | ||||||
|         set_target_properties(Gnuradio::pmt PROPERTIES |  | ||||||
|             IMPORTED_LINK_INTERFACE_LANGUAGES "CXX" |  | ||||||
|             IMPORTED_LOCATION "${GNURADIO_PMT_DIR}" |  | ||||||
|             INTERFACE_INCLUDE_DIRECTORIES "${GNURADIO_PMT_INCLUDE_DIRS}" |  | ||||||
|             INTERFACE_LINK_LIBRARIES "${GNURADIO_PMT_LIBRARIES}" |  | ||||||
|         ) |  | ||||||
|     endif() |  | ||||||
| endif() |  | ||||||
|  |  | ||||||
| if(ENABLE_UHD AND UHD_FOUND AND GNURADIO_UHD_FOUND) |  | ||||||
|     if(NOT TARGET Gnuradio::uhd) |  | ||||||
|         add_library(Gnuradio::uhd SHARED IMPORTED) |  | ||||||
|         list(GET GNURADIO_UHD_LIBRARIES 0 FIRST_DIR) |  | ||||||
|         get_filename_component(GNURADIO_UHD_DIR ${FIRST_DIR} ABSOLUTE) |  | ||||||
|         set_target_properties(Gnuradio::uhd PROPERTIES |  | ||||||
|             IMPORTED_LINK_INTERFACE_LANGUAGES "CXX" |  | ||||||
|             IMPORTED_LOCATION "${GNURADIO_UHD_DIR}" |  | ||||||
|             INTERFACE_INCLUDE_DIRECTORIES "${GNURADIO_UHD_INCLUDE_DIRS}" |  | ||||||
|             INTERFACE_LINK_LIBRARIES "${GNURADIO_UHD_LIBRARIES}" |  | ||||||
|         ) |  | ||||||
|     endif() |  | ||||||
| endif() |  | ||||||
|  |  | ||||||
|  |  | ||||||
|  |  | ||||||
| @@ -769,7 +649,7 @@ endif() | |||||||
|  |  | ||||||
|  |  | ||||||
| ################################################################################ | ################################################################################ | ||||||
| # Dectect availability of std::filesystem | # Detect availability of std::filesystem and set C++ standard accordingly | ||||||
| ################################################################################ | ################################################################################ | ||||||
| set(FILESYSTEM_FOUND FALSE) | set(FILESYSTEM_FOUND FALSE) | ||||||
| if(NOT (GNURADIO_VERSION VERSION_LESS 3.8) AND LOG4CPP_READY_FOR_CXX17) | if(NOT (GNURADIO_VERSION VERSION_LESS 3.8) AND LOG4CPP_READY_FOR_CXX17) | ||||||
| @@ -787,7 +667,11 @@ if(NOT (GNURADIO_VERSION VERSION_LESS 3.8) AND LOG4CPP_READY_FOR_CXX17) | |||||||
|                 TYPE OPTIONAL |                 TYPE OPTIONAL | ||||||
|             ) |             ) | ||||||
|             if(${FILESYSTEM_FOUND}) |             if(${FILESYSTEM_FOUND}) | ||||||
|                 set(CMAKE_CXX_STANDARD 17) |                 if(CMAKE_VERSION VERSION_LESS 3.12) | ||||||
|  |                     set(CMAKE_CXX_STANDARD 17) | ||||||
|  |                 else() | ||||||
|  |                     set(CMAKE_CXX_STANDARD 20) | ||||||
|  |                 endif() | ||||||
|                 set(CMAKE_CXX_STANDARD_REQUIRED ON) |                 set(CMAKE_CXX_STANDARD_REQUIRED ON) | ||||||
|             endif() |             endif() | ||||||
|         endif() |         endif() | ||||||
| @@ -1231,37 +1115,30 @@ if(NOT GLOG_FOUND OR ${LOCAL_GFLAGS}) | |||||||
|         set(GFLAGS_LIBRARIES_TO_LINK ${GFlags_LIBS}) |         set(GFLAGS_LIBRARIES_TO_LINK ${GFlags_LIBS}) | ||||||
|         set(GFLAGS_LIBRARY_DIR_TO_LINK ${GFlags_LIBRARY_DIRS}) |         set(GFLAGS_LIBRARY_DIR_TO_LINK ${GFlags_LIBRARY_DIRS}) | ||||||
|     endif() |     endif() | ||||||
|  |     if(OS_IS_MACOSX) | ||||||
|     if(CMAKE_CXX_COMPILER_ID MATCHES "Clang") |         set(GFLAGS_LIBRARIES_TO_LINK "${GFLAGS_LIBRARIES_TO_LINK} -lc++") | ||||||
|         file(WRITE ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/tmp/configure_with_gflags |         set(GLOG_EXPORT_CXX_LIBRARIES "export CXXFLAGS=\"-stdlib=libc++\"") | ||||||
| "#!/bin/sh |  | ||||||
| export CPPFLAGS=-I${GFlags_INCLUDE_DIRS} |  | ||||||
| export LDFLAGS=-L${GFLAGS_LIBRARY_DIR_TO_LINK} |  | ||||||
| export LIBS=\"${GFLAGS_LIBRARIES_TO_LINK} -lc++\" |  | ||||||
| export CXXFLAGS=\"-stdlib=libc++\" |  | ||||||
| export CC=clang |  | ||||||
| export CXX=clang++ |  | ||||||
| cd ${CMAKE_CURRENT_SOURCE_DIR}/thirdparty/glog/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/ |  | ||||||
| aclocal |  | ||||||
| automake --add-missing |  | ||||||
| autoreconf -vfi |  | ||||||
| cd ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION} |  | ||||||
| ${CMAKE_CURRENT_SOURCE_DIR}/thirdparty/glog/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/configure" |  | ||||||
|         ) |  | ||||||
|     else() |  | ||||||
|         file(WRITE ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/tmp/configure_with_gflags |  | ||||||
| "#!/bin/sh |  | ||||||
| export CPPFLAGS=-I${GFlags_INCLUDE_DIRS} |  | ||||||
| export LDFLAGS=-L${GFLAGS_LIBRARY_DIR_TO_LINK} |  | ||||||
| export LIBS=${GFLAGS_LIBRARIES_TO_LINK} |  | ||||||
| cd ${CMAKE_CURRENT_SOURCE_DIR}/thirdparty/glog/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/ |  | ||||||
| aclocal |  | ||||||
| automake --add-missing |  | ||||||
| autoreconf -vfi |  | ||||||
| cd ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION} |  | ||||||
| ${CMAKE_CURRENT_SOURCE_DIR}/thirdparty/glog/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/configure" |  | ||||||
|         ) |  | ||||||
|     endif() |     endif() | ||||||
|  |     if(CMAKE_CXX_COMPILER_ID MATCHES "Clang") | ||||||
|  |         set(GLOG_EXPORT_C_COMPILER "export CC=clang") | ||||||
|  |         set(GLOG_EXPORT_CXX_COMPILER "export CXX=clang++") | ||||||
|  |     endif() | ||||||
|  |  | ||||||
|  |     file(WRITE ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/tmp/configure_with_gflags | ||||||
|  | "#!/bin/sh | ||||||
|  | export CPPFLAGS=-I${GFlags_INCLUDE_DIRS} | ||||||
|  | export LDFLAGS=-L${GFLAGS_LIBRARY_DIR_TO_LINK} | ||||||
|  | export LIBS=\"${GFLAGS_LIBRARIES_TO_LINK}\" | ||||||
|  | ${GLOG_EXPORT_CXX_LIBRARIES} | ||||||
|  | ${GLOG_EXPORT_C_COMPILER} | ||||||
|  | ${GLOG_EXPORT_CXX_COMPILER} | ||||||
|  | cd ${CMAKE_CURRENT_SOURCE_DIR}/thirdparty/glog/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/ | ||||||
|  | aclocal | ||||||
|  | automake --add-missing | ||||||
|  | autoreconf -vfi | ||||||
|  | cd ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION} | ||||||
|  | ${CMAKE_CURRENT_SOURCE_DIR}/thirdparty/glog/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/configure" | ||||||
|  |     ) | ||||||
|  |  | ||||||
|     file(COPY ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/tmp/configure_with_gflags |     file(COPY ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION}/tmp/configure_with_gflags | ||||||
|         DESTINATION ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION} |         DESTINATION ${CMAKE_CURRENT_BINARY_DIR}/glog-${GNSSSDR_GLOG_LOCAL_VERSION} | ||||||
| @@ -1460,6 +1337,9 @@ set_package_properties(Armadillo PROPERTIES | |||||||
|     TYPE REQUIRED |     TYPE REQUIRED | ||||||
| ) | ) | ||||||
| if(ARMADILLO_FOUND) | if(ARMADILLO_FOUND) | ||||||
|  |     set_package_properties(Armadillo PROPERTIES | ||||||
|  |         DESCRIPTION "C++ library for linear algebra and scientific computing (found: v${ARMADILLO_VERSION_STRING})" | ||||||
|  |     ) | ||||||
|     if(${ARMADILLO_VERSION_STRING} VERSION_LESS ${GNSSSDR_ARMADILLO_MIN_VERSION}) |     if(${ARMADILLO_VERSION_STRING} VERSION_LESS ${GNSSSDR_ARMADILLO_MIN_VERSION}) | ||||||
|         set(ARMADILLO_FOUND false) |         set(ARMADILLO_FOUND false) | ||||||
|         set(ENABLE_OWN_ARMADILLO true) |         set(ENABLE_OWN_ARMADILLO true) | ||||||
|   | |||||||
| @@ -45,12 +45,37 @@ find_library(GFORTRAN NAMES gfortran | |||||||
|         /usr/lib/gcc/i686-redhat-linux/4.8.2 |         /usr/lib/gcc/i686-redhat-linux/4.8.2 | ||||||
|         /usr/lib/gcc/x86_64-redhat-linux/7 |         /usr/lib/gcc/x86_64-redhat-linux/7 | ||||||
|         /usr/lib/gcc/i686-redhat-linux/7 |         /usr/lib/gcc/i686-redhat-linux/7 | ||||||
|  |         /usr/lib/gcc/x86_64-redhat-linux/8 | ||||||
|  |         /usr/lib/gcc/i686-redhat-linux/8 | ||||||
|  |         /usr/lib/gcc/x86_64-redhat-linux/9 | ||||||
|  |         /usr/lib/gcc/i686-redhat-linux/9 | ||||||
|  |         /usr/lib64/gcc/x86_64-redhat-linux/7 | ||||||
|  |         /usr/lib64/gcc/x86_64-redhat-linux/8 | ||||||
|  |         /usr/lib64/gcc/x86_64-redhat-linux/9 | ||||||
|         /usr/lib/gcc/armv7hl-redhat-linux-gnueabi/7 |         /usr/lib/gcc/armv7hl-redhat-linux-gnueabi/7 | ||||||
|         /usr/lib/gcc/aarch64-redhat-linux/7 |         /usr/lib/gcc/aarch64-redhat-linux/7 | ||||||
|         /usr/lib/gcc/i586-suse-linux/4.8  # OpenSUSE 13.1 |         /usr/lib/gcc/i586-suse-linux/4.8  # OpenSUSE 13.1 | ||||||
|         /usr/lib/gcc/i586-suse-linux/4.9 |         /usr/lib/gcc/i586-suse-linux/4.9 | ||||||
|  |         /usr/lib/gcc/i586-suse-linux/7 | ||||||
|  |         /usr/lib/gcc/i586-suse-linux/8 | ||||||
|  |         /usr/lib/gcc/i586-suse-linux/9 | ||||||
|         /usr/lib/gcc/x86_64-suse-linux/4.8 |         /usr/lib/gcc/x86_64-suse-linux/4.8 | ||||||
|         /usr/lib/gcc/x86_64-suse-linux/4.9 |         /usr/lib/gcc/x86_64-suse-linux/4.9 | ||||||
|  |         /usr/lib64/gcc/x86_64-suse-linux/7 | ||||||
|  |         /usr/lib64/gcc/x86_64-suse-linux/8 | ||||||
|  |         /usr/lib64/gcc/x86_64-suse-linux/9 | ||||||
|  |         /usr/lib/gcc/armv7hl-suse-linux-gnueabi/7 | ||||||
|  |         /usr/lib/gcc/armv7hl-suse-linux-gnueabi/8 | ||||||
|  |         /usr/lib/gcc/armv7hl-suse-linux-gnueabi/9 | ||||||
|  |         /usr/lib64/gcc/aarch64-suse-linux/7 | ||||||
|  |         /usr/lib64/gcc/aarch64-suse-linux/8 | ||||||
|  |         /usr/lib64/gcc/aarch64-suse-linux/9 | ||||||
|  |         /usr/lib64/gcc/powerpc64-suse-linux/7 | ||||||
|  |         /usr/lib64/gcc/powerpc64-suse-linux/8 | ||||||
|  |         /usr/lib64/gcc/powerpc64-suse-linux/9 | ||||||
|  |         /usr/lib64/gcc/powerpc64le-suse-linux/7 | ||||||
|  |         /usr/lib64/gcc/powerpc64le-suse-linux/8 | ||||||
|  |         /usr/lib64/gcc/powerpc64le-suse-linux/9 | ||||||
|         /usr/lib/gcc/i486-linux-gnu # Debian 7 |         /usr/lib/gcc/i486-linux-gnu # Debian 7 | ||||||
|         /usr/lib/gcc/i486-linux-gnu/4.4 |         /usr/lib/gcc/i486-linux-gnu/4.4 | ||||||
|         /usr/lib/gcc/i486-linux-gnu/4.6 |         /usr/lib/gcc/i486-linux-gnu/4.6 | ||||||
| @@ -142,6 +167,24 @@ find_library(GFORTRAN NAMES gfortran | |||||||
|         /usr/lib/gcc/powerpc64le-linux-gnu/8 |         /usr/lib/gcc/powerpc64le-linux-gnu/8 | ||||||
|         /usr/lib/gcc/s390x-linux-gnu/8 |         /usr/lib/gcc/s390x-linux-gnu/8 | ||||||
|         /usr/lib/gcc/alpha-linux-gnu/8 |         /usr/lib/gcc/alpha-linux-gnu/8 | ||||||
|  |         /usr/lib/gcc/x86_64-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/aarch64-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/arm-linux-gnueabi/9 | ||||||
|  |         /usr/lib/gcc/arm-linux-gnueabihf/9 | ||||||
|  |         /usr/lib/gcc/i686-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/powerpc64le-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/powerpc64-linux-gnu/9/ | ||||||
|  |         /usr/lib/gcc/s390x-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/alpha-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/hppa-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/m68k-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/mips-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/mips64el-linux-gnuabi64/9 | ||||||
|  |         /usr/lib/gcc/mipsel-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/riscv64-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/sh4-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/sparc64-linux-gnu/9 | ||||||
|  |         /usr/lib/gcc/x86_64-linux-gnux32/9 | ||||||
|         ${GFORTRAN_ROOT}/lib |         ${GFORTRAN_ROOT}/lib | ||||||
|         $ENV{GFORTRAN_ROOT}/lib |         $ENV{GFORTRAN_ROOT}/lib | ||||||
| ) | ) | ||||||
|   | |||||||
| @@ -143,6 +143,21 @@ function(GR_MODULE EXTVAR PCNAME INCFILE LIBFILE) | |||||||
|         set(GNURADIO_FOUND FALSE) # Trick for feature_summary |         set(GNURADIO_FOUND FALSE) # Trick for feature_summary | ||||||
|     endif() |     endif() | ||||||
|  |  | ||||||
|  |     # Create imported target | ||||||
|  |     string(TOLOWER ${EXTVAR} gnuradio_component) | ||||||
|  |     if(NOT TARGET Gnuradio::${gnuradio_component}) | ||||||
|  |         add_library(Gnuradio::${gnuradio_component} SHARED IMPORTED) | ||||||
|  |         set(GNURADIO_LIBRARY ${GNURADIO_${EXTVAR}_LIBRARIES}) | ||||||
|  |         list(GET GNURADIO_LIBRARY 0 FIRST_DIR) | ||||||
|  |         get_filename_component(GNURADIO_DIR ${FIRST_DIR} ABSOLUTE) | ||||||
|  |         set_target_properties(Gnuradio::${gnuradio_component} PROPERTIES | ||||||
|  |             IMPORTED_LINK_INTERFACE_LANGUAGES "CXX" | ||||||
|  |             IMPORTED_LOCATION "${GNURADIO_DIR}" | ||||||
|  |             INTERFACE_INCLUDE_DIRECTORIES "${GNURADIO_${EXTVAR}_INCLUDE_DIRS}" | ||||||
|  |             INTERFACE_LINK_LIBRARIES "${GNURADIO_LIBRARY}" | ||||||
|  |         ) | ||||||
|  |     endif() | ||||||
|  |  | ||||||
|     mark_as_advanced(GNURADIO_${EXTVAR}_LIBRARIES GNURADIO_${EXTVAR}_INCLUDE_DIRS) |     mark_as_advanced(GNURADIO_${EXTVAR}_LIBRARIES GNURADIO_${EXTVAR}_INCLUDE_DIRS) | ||||||
| endfunction() | endfunction() | ||||||
|  |  | ||||||
| @@ -218,3 +233,25 @@ if(NOT DEFINED GNURADIO_FOUND) | |||||||
|     set(GNURADIO_FOUND TRUE) |     set(GNURADIO_FOUND TRUE) | ||||||
| endif() | endif() | ||||||
| set(GNURADIO_VERSION ${PC_GNURADIO_RUNTIME_VERSION}) | set(GNURADIO_VERSION ${PC_GNURADIO_RUNTIME_VERSION}) | ||||||
|  |  | ||||||
|  | if(NOT GNSSSDR_GNURADIO_MIN_VERSION) | ||||||
|  |     set(GNSSSDR_GNURADIO_MIN_VERSION "3.7.3") | ||||||
|  | endif() | ||||||
|  |  | ||||||
|  | if(GNURADIO_VERSION) | ||||||
|  |     if(GNURADIO_VERSION VERSION_LESS ${GNSSSDR_GNURADIO_MIN_VERSION}) | ||||||
|  |         unset(GNURADIO_RUNTIME_FOUND) | ||||||
|  |         message(STATUS "The GNU Radio version installed in your system (v${GNURADIO_VERSION}) is too old.") | ||||||
|  |         if(OS_IS_LINUX) | ||||||
|  |             message("Go to https://github.com/gnuradio/pybombs") | ||||||
|  |             message("and follow the instructions to install GNU Radio in your system.") | ||||||
|  |         endif() | ||||||
|  |         if(OS_IS_MACOSX) | ||||||
|  |             message("You can install it easily via Macports:") | ||||||
|  |             message("  sudo port install gnuradio ") | ||||||
|  |             message("Alternatively, you can use homebrew:") | ||||||
|  |             message("  brew install gnuradio") | ||||||
|  |         endif() | ||||||
|  |         message(FATAL_ERROR "GNU Radio v${GNSSSDR_GNURADIO_MIN_VERSION} or later is required to build gnss-sdr.") | ||||||
|  |     endif() | ||||||
|  | endif() | ||||||
|   | |||||||
| @@ -16,7 +16,7 @@ | |||||||
|  |  | ||||||
| - Improved preamble detection implementation in the decoding of navigation messages (acceleration by x1.6 on average per channel). | - Improved preamble detection implementation in the decoding of navigation messages (acceleration by x1.6 on average per channel). | ||||||
| - Shortened Acquisition to Tracking transition time. | - Shortened Acquisition to Tracking transition time. | ||||||
| - Applied clang-tidy checks and fixes related to performance: performance-faster-string-find, performance-inefficient-algorithm, performance-move-const-arg, performance-type-promotion-in-math-fn, performance-unnecessary-copy-initialization, performance-unnecessary-value-param, readability-string-compare. | - Applied clang-tidy checks and fixes related to performance: performance-faster-string-find, performance-inefficient-algorithm, performance-move-const-arg, performance-type-promotion-in-math-fn, performance-unnecessary-value-param, readability-string-compare. | ||||||
|  |  | ||||||
|  |  | ||||||
| ### Improvements in Flexibility: | ### Improvements in Flexibility: | ||||||
| @@ -50,7 +50,8 @@ | |||||||
| - Added interfaces for FPGA off-loading. | - Added interfaces for FPGA off-loading. | ||||||
| - CMake scripts now follow a modern approach (targets and properties) but still work with 2.8.12. | - CMake scripts now follow a modern approach (targets and properties) but still work with 2.8.12. | ||||||
| - Improvements for macOS users using Homebrew. | - Improvements for macOS users using Homebrew. | ||||||
| - The volk_gnsssdr library can now be built without requiring Boost if the compiler supports C++17. | - The volk_gnsssdr library can now be built without requiring Boost if the compiler supports C++17 or higher. | ||||||
|  | - CMake scripts automatically select among C++11, C++14, C++17 or C++20 standards, the most recent as possible, depending on compiler and dependencies versions. | ||||||
|  |  | ||||||
|  |  | ||||||
| ### Improvements in Reliability | ### Improvements in Reliability | ||||||
|   | |||||||
| @@ -95,7 +95,11 @@ if((CMAKE_CXX_COMPILER_ID STREQUAL "GNU") AND NOT WIN32) | |||||||
|             set(CMAKE_CXX_STANDARD 14) |             set(CMAKE_CXX_STANDARD 14) | ||||||
|         else() |         else() | ||||||
|             if(${FILESYSTEM_FOUND}) |             if(${FILESYSTEM_FOUND}) | ||||||
|                 set(CMAKE_CXX_STANDARD 17) |                 if(CMAKE_VERSION VERSION_LESS 3.12) | ||||||
|  |                     set(CMAKE_CXX_STANDARD 17) | ||||||
|  |                 else() | ||||||
|  |                     set(CMAKE_CXX_STANDARD 20) | ||||||
|  |                 endif() | ||||||
|                 set(CMAKE_CXX_STANDARD_REQUIRED ON) |                 set(CMAKE_CXX_STANDARD_REQUIRED ON) | ||||||
|             else() |             else() | ||||||
|                 set(CMAKE_CXX_STANDARD 14) |                 set(CMAKE_CXX_STANDARD 14) | ||||||
| @@ -134,7 +138,11 @@ if(CMAKE_CXX_COMPILER_ID MATCHES "Clang") | |||||||
|                 set(CMAKE_CXX_STANDARD 14) |                 set(CMAKE_CXX_STANDARD 14) | ||||||
|             else() |             else() | ||||||
|                 if(${FILESYSTEM_FOUND}) |                 if(${FILESYSTEM_FOUND}) | ||||||
|                     set(CMAKE_CXX_STANDARD 17) |                     if(CMAKE_VERSION VERSION_LESS 3.12) | ||||||
|  |                         set(CMAKE_CXX_STANDARD 17) | ||||||
|  |                     else() | ||||||
|  |                         set(CMAKE_CXX_STANDARD 20) | ||||||
|  |                     endif() | ||||||
|                     set(CMAKE_CXX_STANDARD_REQUIRED ON) |                     set(CMAKE_CXX_STANDARD_REQUIRED ON) | ||||||
|                 else() |                 else() | ||||||
|                     set(CMAKE_CXX_STANDARD 14) |                     set(CMAKE_CXX_STANDARD 14) | ||||||
|   | |||||||
| @@ -33,7 +33,6 @@ set(TRACKING_LIB_SOURCES | |||||||
|     cpu_multicorrelator.cc |     cpu_multicorrelator.cc | ||||||
|     cpu_multicorrelator_real_codes.cc |     cpu_multicorrelator_real_codes.cc | ||||||
|     cpu_multicorrelator_16sc.cc |     cpu_multicorrelator_16sc.cc | ||||||
|     cubature_filter.cc |  | ||||||
|     lock_detectors.cc |     lock_detectors.cc | ||||||
|     tcp_communication.cc |     tcp_communication.cc | ||||||
|     tcp_packet_data.cc |     tcp_packet_data.cc | ||||||
| @@ -51,7 +50,6 @@ set(TRACKING_LIB_HEADERS | |||||||
|     cpu_multicorrelator.h |     cpu_multicorrelator.h | ||||||
|     cpu_multicorrelator_real_codes.h |     cpu_multicorrelator_real_codes.h | ||||||
|     cpu_multicorrelator_16sc.h |     cpu_multicorrelator_16sc.h | ||||||
|     cubature_filter.h |  | ||||||
|     lock_detectors.h |     lock_detectors.h | ||||||
|     tcp_communication.h |     tcp_communication.h | ||||||
|     tcp_packet_data.h |     tcp_packet_data.h | ||||||
| @@ -65,6 +63,12 @@ set(TRACKING_LIB_HEADERS | |||||||
|     exponential_smoother.h |     exponential_smoother.h | ||||||
| ) | ) | ||||||
|  |  | ||||||
|  | if(ARMADILLO_VERSION_STRING VERSION_GREATER 7.400) | ||||||
|  |     # sqrtmat_sympd() requires 7.400 | ||||||
|  |     set(TRACKING_LIB_SOURCES ${TRACKING_LIB_SOURCES} nonlinear_tracking.cc) | ||||||
|  |     set(TRACKING_LIB_HEADERS ${TRACKING_LIB_HEADERS} nonlinear_tracking.h) | ||||||
|  | endif() | ||||||
|  |  | ||||||
| if(ENABLE_FPGA) | if(ENABLE_FPGA) | ||||||
|     set(TRACKING_LIB_SOURCES ${TRACKING_LIB_SOURCES} fpga_multicorrelator.cc dll_pll_conf_fpga.cc) |     set(TRACKING_LIB_SOURCES ${TRACKING_LIB_SOURCES} fpga_multicorrelator.cc dll_pll_conf_fpga.cc) | ||||||
|     set(TRACKING_LIB_HEADERS ${TRACKING_LIB_HEADERS} fpga_multicorrelator.h dll_pll_conf_fpga.h) |     set(TRACKING_LIB_HEADERS ${TRACKING_LIB_HEADERS} fpga_multicorrelator.h dll_pll_conf_fpga.h) | ||||||
| @@ -84,6 +88,7 @@ target_link_libraries(tracking_libs | |||||||
|         Gnuradio::runtime |         Gnuradio::runtime | ||||||
|         Volkgnsssdr::volkgnsssdr |         Volkgnsssdr::volkgnsssdr | ||||||
|         core_system_parameters |         core_system_parameters | ||||||
|  |         algorithms_libs | ||||||
|         ${OPT_TRACKING_LIBRARIES} |         ${OPT_TRACKING_LIBRARIES} | ||||||
|     PRIVATE |     PRIVATE | ||||||
|         Gflags::gflags |         Gflags::gflags | ||||||
|   | |||||||
| @@ -1,199 +0,0 @@ | |||||||
| /*! |  | ||||||
|  * \file cubature_filter.cc |  | ||||||
|  * \brief Interface of a library with Bayesian noise statistic estimation |  | ||||||
|  * |  | ||||||
|  * Cubature_Filter implements the functionality of the Cubature Kalman |  | ||||||
|  * Filter, which uses multidimensional cubature rules to estimate the |  | ||||||
|  * time evolution of a nonlinear system. |  | ||||||
|  * |  | ||||||
|  * [1] I Arasaratnam and S Haykin. Cubature kalman filters. IEEE |  | ||||||
|  * Transactions on Automatic Control, 54(6):1254–1269,2009. |  | ||||||
|  * |  | ||||||
|  * \authors <ul> |  | ||||||
|  *          <li> Gerald LaMountain, 2019. gerald(at)ece.neu.edu |  | ||||||
|  *          <li> Jordi Vila-Valls 2019. jvila(at)cttc.es |  | ||||||
|  *          </ul> |  | ||||||
|  * ------------------------------------------------------------------------- |  | ||||||
|  * |  | ||||||
|  * Copyright (C) 2010-2019  (see AUTHORS file for a list of contributors) |  | ||||||
|  * |  | ||||||
|  * GNSS-SDR is a software defined Global Navigation |  | ||||||
|  *          Satellite Systems receiver |  | ||||||
|  * |  | ||||||
|  * This file is part of GNSS-SDR. |  | ||||||
|  * |  | ||||||
|  * GNSS-SDR is free software: you can redistribute it and/or modify |  | ||||||
|  * it under the terms of the GNU General Public License as published by |  | ||||||
|  * the Free Software Foundation, either version 3 of the License, or |  | ||||||
|  * (at your option) any later version. |  | ||||||
|  * |  | ||||||
|  * GNSS-SDR is distributed in the hope that it will be useful, |  | ||||||
|  * but WITHOUT ANY WARRANTY; without even the implied warranty of |  | ||||||
|  * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the |  | ||||||
|  * GNU General Public License for more details. |  | ||||||
|  * |  | ||||||
|  * You should have received a copy of the GNU General Public License |  | ||||||
|  * along with GNSS-SDR. If not, see <https://www.gnu.org/licenses/>. |  | ||||||
|  * |  | ||||||
|  * ------------------------------------------------------------------------- |  | ||||||
|  */ |  | ||||||
|  |  | ||||||
| #include "cubature_filter.h" |  | ||||||
|  |  | ||||||
|  |  | ||||||
| Cubature_filter::Cubature_filter() |  | ||||||
| { |  | ||||||
|     int nx = 1; |  | ||||||
|     x_pred_out = arma::zeros(nx, 1); |  | ||||||
|     P_x_pred_out = arma::eye(nx, nx) * (nx + 1); |  | ||||||
|  |  | ||||||
|     x_est = x_pred_out; |  | ||||||
|     P_x_est = P_x_pred_out; |  | ||||||
| } |  | ||||||
|  |  | ||||||
|  |  | ||||||
| Cubature_filter::Cubature_filter(int nx) |  | ||||||
| { |  | ||||||
|     x_pred_out = arma::zeros(nx, 1); |  | ||||||
|     P_x_pred_out = arma::eye(nx, nx) * (nx + 1); |  | ||||||
|  |  | ||||||
|     x_est = x_pred_out; |  | ||||||
|     P_x_est = P_x_pred_out; |  | ||||||
| } |  | ||||||
|  |  | ||||||
|  |  | ||||||
| Cubature_filter::Cubature_filter(const arma::vec& x_pred_0, const arma::mat& P_x_pred_0) |  | ||||||
| { |  | ||||||
|     x_pred_out = x_pred_0; |  | ||||||
|     P_x_pred_out = P_x_pred_0; |  | ||||||
|  |  | ||||||
|     x_est = x_pred_out; |  | ||||||
|     P_x_est = P_x_pred_out; |  | ||||||
| } |  | ||||||
|  |  | ||||||
|  |  | ||||||
| Cubature_filter::~Cubature_filter() = default; |  | ||||||
|  |  | ||||||
|  |  | ||||||
| void Cubature_filter::initialize(const arma::mat& x_pred_0, const arma::mat& P_x_pred_0) |  | ||||||
| { |  | ||||||
|     x_pred_out = x_pred_0; |  | ||||||
|     P_x_pred_out = P_x_pred_0; |  | ||||||
|  |  | ||||||
|     x_est = x_pred_out; |  | ||||||
|     P_x_est = P_x_pred_out; |  | ||||||
| } |  | ||||||
|  |  | ||||||
|  |  | ||||||
| /* |  | ||||||
|  * Perform the prediction step of the cubature Kalman filter |  | ||||||
|  */ |  | ||||||
| void Cubature_filter::predict_sequential(const arma::vec& x_post, const arma::mat& P_x_post, Model_Function* transition_fcn, const arma::mat& noise_covariance) |  | ||||||
| { |  | ||||||
|     // Compute number of cubature points |  | ||||||
|     int nx = x_post.n_elem; |  | ||||||
|     int np = 2 * nx; |  | ||||||
|  |  | ||||||
|     // Generator Matrix |  | ||||||
|     arma::mat gen_one = arma::join_horiz(arma::eye(nx, nx), -1.0 * arma::eye(nx, nx)); |  | ||||||
|  |  | ||||||
|     // Initialize predicted mean and covariance |  | ||||||
|     arma::vec x_pred = arma::zeros(nx, 1); |  | ||||||
|     arma::mat P_x_pred = arma::zeros(nx, nx); |  | ||||||
|  |  | ||||||
|     // Factorize posterior covariance |  | ||||||
|     arma::mat Sm_post = arma::chol(P_x_post, "lower"); |  | ||||||
|  |  | ||||||
|     // Propagate and evaluate cubature points |  | ||||||
|     arma::vec Xi_post; |  | ||||||
|     arma::vec Xi_pred; |  | ||||||
|  |  | ||||||
|     for (uint8_t i = 0; i < np; i++) |  | ||||||
|         { |  | ||||||
|             Xi_post = Sm_post * (std::sqrt(static_cast<float>(np) / 2.0) * gen_one.col(i)) + x_post; |  | ||||||
|             Xi_pred = (*transition_fcn)(Xi_post); |  | ||||||
|  |  | ||||||
|             x_pred = x_pred + Xi_pred; |  | ||||||
|             P_x_pred = P_x_pred + Xi_pred * Xi_pred.t(); |  | ||||||
|         } |  | ||||||
|  |  | ||||||
|     // Estimate predicted state and error covariance |  | ||||||
|     x_pred = x_pred / static_cast<float>(np); |  | ||||||
|     P_x_pred = P_x_pred / static_cast<float>(np) - x_pred * x_pred.t() + noise_covariance; |  | ||||||
|  |  | ||||||
|     // Store predicted state and error covariance |  | ||||||
|     x_pred_out = x_pred; |  | ||||||
|     P_x_pred_out = P_x_pred; |  | ||||||
| } |  | ||||||
|  |  | ||||||
|  |  | ||||||
| /* |  | ||||||
|  * Perform the update step of the cubature Kalman filter |  | ||||||
|  */ |  | ||||||
| void Cubature_filter::update_sequential(const arma::vec& z_upd, const arma::vec& x_pred, const arma::mat& P_x_pred, Model_Function* measurement_fcn, const arma::mat& noise_covariance) |  | ||||||
| { |  | ||||||
|     // Compute number of cubature points |  | ||||||
|     int nx = x_pred.n_elem; |  | ||||||
|     int nz = z_upd.n_elem; |  | ||||||
|     int np = 2 * nx; |  | ||||||
|  |  | ||||||
|     // Generator Matrix |  | ||||||
|     arma::mat gen_one = arma::join_horiz(arma::eye(nx, nx), -1.0 * arma::eye(nx, nx)); |  | ||||||
|  |  | ||||||
|     // Evaluate predicted measurement and covariances |  | ||||||
|     arma::mat z_pred = arma::zeros(nz, 1); |  | ||||||
|     arma::mat P_zz_pred = arma::zeros(nz, nz); |  | ||||||
|     arma::mat P_xz_pred = arma::zeros(nx, nz); |  | ||||||
|  |  | ||||||
|     // Factorize predicted covariance |  | ||||||
|     arma::mat Sm_pred = arma::chol(P_x_pred, "lower"); |  | ||||||
|  |  | ||||||
|     // Propagate and evaluate cubature points |  | ||||||
|     arma::vec Xi_pred; |  | ||||||
|     arma::vec Zi_pred; |  | ||||||
|     for (uint8_t i = 0; i < np; i++) |  | ||||||
|         { |  | ||||||
|             Xi_pred = Sm_pred * (std::sqrt(static_cast<float>(np) / 2.0) * gen_one.col(i)) + x_pred; |  | ||||||
|             Zi_pred = (*measurement_fcn)(Xi_pred); |  | ||||||
|  |  | ||||||
|             z_pred = z_pred + Zi_pred; |  | ||||||
|             P_zz_pred = P_zz_pred + Zi_pred * Zi_pred.t(); |  | ||||||
|             P_xz_pred = P_xz_pred + Xi_pred * Zi_pred.t(); |  | ||||||
|         } |  | ||||||
|  |  | ||||||
|     // Estimate measurement covariance and cross covariances |  | ||||||
|     z_pred = z_pred / static_cast<float>(np); |  | ||||||
|     P_zz_pred = P_zz_pred / static_cast<float>(np) - z_pred * z_pred.t() + noise_covariance; |  | ||||||
|     P_xz_pred = P_xz_pred / static_cast<float>(np) - x_pred * z_pred.t(); |  | ||||||
|  |  | ||||||
|     // Estimate cubature Kalman gain |  | ||||||
|     arma::mat W_k = P_xz_pred * arma::inv(P_zz_pred); |  | ||||||
|  |  | ||||||
|     // Estimate and store the updated state and error covariance |  | ||||||
|     x_est = x_pred + W_k * (z_upd - z_pred); |  | ||||||
|     P_x_est = P_x_pred - W_k * P_zz_pred * W_k.t(); |  | ||||||
| } |  | ||||||
|  |  | ||||||
|  |  | ||||||
| arma::mat Cubature_filter::get_x_pred() const |  | ||||||
| { |  | ||||||
|     return x_pred_out; |  | ||||||
| } |  | ||||||
|  |  | ||||||
|  |  | ||||||
| arma::mat Cubature_filter::get_P_x_pred() const |  | ||||||
| { |  | ||||||
|     return P_x_pred_out; |  | ||||||
| } |  | ||||||
|  |  | ||||||
|  |  | ||||||
| arma::mat Cubature_filter::get_x_est() const |  | ||||||
| { |  | ||||||
|     return x_est; |  | ||||||
| } |  | ||||||
|  |  | ||||||
|  |  | ||||||
| arma::mat Cubature_filter::get_P_x_est() const |  | ||||||
| { |  | ||||||
|     return P_x_est; |  | ||||||
| } |  | ||||||
							
								
								
									
										390
									
								
								src/algorithms/tracking/libs/nonlinear_tracking.cc
									
									
									
									
									
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							| @@ -0,0 +1,390 @@ | |||||||
|  | /*! | ||||||
|  |  * \file cubature_filter.cc | ||||||
|  |  * \brief Interface of a library for nonlinear tracking algorithms | ||||||
|  |  * | ||||||
|  |  * Cubature_Filter implements the functionality of the Cubature Kalman | ||||||
|  |  * Filter, which uses multidimensional cubature rules to estimate the | ||||||
|  |  * time evolution of a nonlinear system. Unscented_filter implements | ||||||
|  |  * an Unscented Kalman Filter which uses Unscented Transform rules to | ||||||
|  |  * perform a similar estimation. | ||||||
|  |  * | ||||||
|  |  * [1] I Arasaratnam and S Haykin. Cubature kalman filters. IEEE | ||||||
|  |  * Transactions on Automatic Control, 54(6):1254–1269,2009. | ||||||
|  |  * | ||||||
|  |  * \authors <ul> | ||||||
|  |  *          <li> Gerald LaMountain, 2019. gerald(at)ece.neu.edu | ||||||
|  |  *          <li> Jordi Vila-Valls 2019. jvila(at)cttc.es | ||||||
|  |  *          </ul> | ||||||
|  |  * ------------------------------------------------------------------------- | ||||||
|  |  * | ||||||
|  |  * Copyright (C) 2010-2019  (see AUTHORS file for a list of contributors) | ||||||
|  |  * | ||||||
|  |  * GNSS-SDR is a software defined Global Navigation | ||||||
|  |  *          Satellite Systems receiver | ||||||
|  |  * | ||||||
|  |  * This file is part of GNSS-SDR. | ||||||
|  |  * | ||||||
|  |  * GNSS-SDR is free software: you can redistribute it and/or modify | ||||||
|  |  * it under the terms of the GNU General Public License as published by | ||||||
|  |  * the Free Software Foundation, either version 3 of the License, or | ||||||
|  |  * (at your option) any later version. | ||||||
|  |  * | ||||||
|  |  * GNSS-SDR is distributed in the hope that it will be useful, | ||||||
|  |  * but WITHOUT ANY WARRANTY; without even the implied warranty of | ||||||
|  |  * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the | ||||||
|  |  * GNU General Public License for more details. | ||||||
|  |  * | ||||||
|  |  * You should have received a copy of the GNU General Public License | ||||||
|  |  * along with GNSS-SDR. If not, see <https://www.gnu.org/licenses/>. | ||||||
|  |  * | ||||||
|  |  * ------------------------------------------------------------------------- | ||||||
|  |  */ | ||||||
|  |  | ||||||
|  | #include "nonlinear_tracking.h" | ||||||
|  |  | ||||||
|  | /***************** CUBATURE KALMAN FILTER *****************/ | ||||||
|  |  | ||||||
|  | Cubature_filter::Cubature_filter() | ||||||
|  | { | ||||||
|  |     int nx = 1; | ||||||
|  |     x_pred_out = arma::zeros(nx, 1); | ||||||
|  |     P_x_pred_out = arma::eye(nx, nx) * (nx + 1); | ||||||
|  |  | ||||||
|  |     x_est = x_pred_out; | ||||||
|  |     P_x_est = P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | Cubature_filter::Cubature_filter(int nx) | ||||||
|  | { | ||||||
|  |     x_pred_out = arma::zeros(nx, 1); | ||||||
|  |     P_x_pred_out = arma::eye(nx, nx) * (nx + 1); | ||||||
|  |  | ||||||
|  |     x_est = x_pred_out; | ||||||
|  |     P_x_est = P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | Cubature_filter::Cubature_filter(const arma::vec& x_pred_0, const arma::mat& P_x_pred_0) | ||||||
|  | { | ||||||
|  |     x_pred_out = x_pred_0; | ||||||
|  |     P_x_pred_out = P_x_pred_0; | ||||||
|  |  | ||||||
|  |     x_est = x_pred_out; | ||||||
|  |     P_x_est = P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | Cubature_filter::~Cubature_filter() = default; | ||||||
|  |  | ||||||
|  |  | ||||||
|  | void Cubature_filter::initialize(const arma::mat& x_pred_0, const arma::mat& P_x_pred_0) | ||||||
|  | { | ||||||
|  |     x_pred_out = x_pred_0; | ||||||
|  |     P_x_pred_out = P_x_pred_0; | ||||||
|  |  | ||||||
|  |     x_est = x_pred_out; | ||||||
|  |     P_x_est = P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | /* | ||||||
|  |  * Perform the prediction step of the cubature Kalman filter | ||||||
|  |  */ | ||||||
|  | void Cubature_filter::predict_sequential(const arma::vec& x_post, const arma::mat& P_x_post, Model_Function* transition_fcn, const arma::mat& noise_covariance) | ||||||
|  | { | ||||||
|  |     // Compute number of cubature points | ||||||
|  |     int nx = x_post.n_elem; | ||||||
|  |     int np = 2 * nx; | ||||||
|  |  | ||||||
|  |     // Generator Matrix | ||||||
|  |     arma::mat gen_one = arma::join_horiz(arma::eye(nx, nx), -1.0 * arma::eye(nx, nx)); | ||||||
|  |  | ||||||
|  |     // Initialize predicted mean and covariance | ||||||
|  |     arma::vec x_pred = arma::zeros(nx, 1); | ||||||
|  |     arma::mat P_x_pred = arma::zeros(nx, nx); | ||||||
|  |  | ||||||
|  |     // Factorize posterior covariance | ||||||
|  |     arma::mat Sm_post = arma::chol(P_x_post, "lower"); | ||||||
|  |  | ||||||
|  |     // Propagate and evaluate cubature points | ||||||
|  |     arma::vec Xi_post; | ||||||
|  |     arma::vec Xi_pred; | ||||||
|  |  | ||||||
|  |     for (uint8_t i = 0; i < np; i++) | ||||||
|  |         { | ||||||
|  |             Xi_post = Sm_post * (std::sqrt(static_cast<float>(np) / 2.0) * gen_one.col(i)) + x_post; | ||||||
|  |             Xi_pred = (*transition_fcn)(Xi_post); | ||||||
|  |  | ||||||
|  |             x_pred = x_pred + Xi_pred; | ||||||
|  |             P_x_pred = P_x_pred + Xi_pred * Xi_pred.t(); | ||||||
|  |         } | ||||||
|  |  | ||||||
|  |     // Compute predicted mean and error covariance | ||||||
|  |     x_pred = x_pred / static_cast<float>(np); | ||||||
|  |     P_x_pred = P_x_pred / static_cast<float>(np) - x_pred * x_pred.t() + noise_covariance; | ||||||
|  |  | ||||||
|  |     // Store predicted mean and error covariance | ||||||
|  |     x_pred_out = x_pred; | ||||||
|  |     P_x_pred_out = P_x_pred; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | /* | ||||||
|  |  * Perform the update step of the cubature Kalman filter | ||||||
|  |  */ | ||||||
|  | void Cubature_filter::update_sequential(const arma::vec& z_upd, const arma::vec& x_pred, const arma::mat& P_x_pred, Model_Function* measurement_fcn, const arma::mat& noise_covariance) | ||||||
|  | { | ||||||
|  |     // Compute number of cubature points | ||||||
|  |     int nx = x_pred.n_elem; | ||||||
|  |     int nz = z_upd.n_elem; | ||||||
|  |     int np = 2 * nx; | ||||||
|  |  | ||||||
|  |     // Generator Matrix | ||||||
|  |     arma::mat gen_one = arma::join_horiz(arma::eye(nx, nx), -1.0 * arma::eye(nx, nx)); | ||||||
|  |  | ||||||
|  |     // Initialize estimated predicted measurement and covariances | ||||||
|  |     arma::mat z_pred = arma::zeros(nz, 1); | ||||||
|  |     arma::mat P_zz_pred = arma::zeros(nz, nz); | ||||||
|  |     arma::mat P_xz_pred = arma::zeros(nx, nz); | ||||||
|  |  | ||||||
|  |     // Factorize predicted covariance | ||||||
|  |     arma::mat Sm_pred = arma::chol(P_x_pred, "lower"); | ||||||
|  |  | ||||||
|  |     // Propagate and evaluate cubature points | ||||||
|  |     arma::vec Xi_pred; | ||||||
|  |     arma::vec Zi_pred; | ||||||
|  |     for (uint8_t i = 0; i < np; i++) | ||||||
|  |         { | ||||||
|  |             Xi_pred = Sm_pred * (std::sqrt(static_cast<float>(np) / 2.0) * gen_one.col(i)) + x_pred; | ||||||
|  |             Zi_pred = (*measurement_fcn)(Xi_pred); | ||||||
|  |  | ||||||
|  |             z_pred = z_pred + Zi_pred; | ||||||
|  |             P_zz_pred = P_zz_pred + Zi_pred * Zi_pred.t(); | ||||||
|  |             P_xz_pred = P_xz_pred + Xi_pred * Zi_pred.t(); | ||||||
|  |         } | ||||||
|  |  | ||||||
|  |     // Compute measurement mean, covariance and cross covariance | ||||||
|  |     z_pred = z_pred / static_cast<float>(np); | ||||||
|  |     P_zz_pred = P_zz_pred / static_cast<float>(np) - z_pred * z_pred.t() + noise_covariance; | ||||||
|  |     P_xz_pred = P_xz_pred / static_cast<float>(np) - x_pred * z_pred.t(); | ||||||
|  |  | ||||||
|  |     // Compute cubature Kalman gain | ||||||
|  |     arma::mat W_k = P_xz_pred * arma::inv(P_zz_pred); | ||||||
|  |  | ||||||
|  |     // Compute and store the updated mean and error covariance | ||||||
|  |     x_est = x_pred + W_k * (z_upd - z_pred); | ||||||
|  |     P_x_est = P_x_pred - W_k * P_zz_pred * W_k.t(); | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | arma::mat Cubature_filter::get_x_pred() const | ||||||
|  | { | ||||||
|  |     return x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | arma::mat Cubature_filter::get_P_x_pred() const | ||||||
|  | { | ||||||
|  |     return P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | arma::mat Cubature_filter::get_x_est() const | ||||||
|  | { | ||||||
|  |     return x_est; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | arma::mat Cubature_filter::get_P_x_est() const | ||||||
|  | { | ||||||
|  |     return P_x_est; | ||||||
|  | } | ||||||
|  | /***************** END CUBATURE KALMAN FILTER *****************/ | ||||||
|  |  | ||||||
|  |  | ||||||
|  | /***************** UNSCENTED KALMAN FILTER *****************/ | ||||||
|  |  | ||||||
|  | Unscented_filter::Unscented_filter() | ||||||
|  | { | ||||||
|  |     int nx = 1; | ||||||
|  |     x_pred_out = arma::zeros(nx, 1); | ||||||
|  |     P_x_pred_out = arma::eye(nx, nx) * (nx + 1); | ||||||
|  |  | ||||||
|  |     x_est = x_pred_out; | ||||||
|  |     P_x_est = P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | Unscented_filter::Unscented_filter(int nx) | ||||||
|  | { | ||||||
|  |     x_pred_out = arma::zeros(nx, 1); | ||||||
|  |     P_x_pred_out = arma::eye(nx, nx) * (nx + 1); | ||||||
|  |  | ||||||
|  |     x_est = x_pred_out; | ||||||
|  |     P_x_est = P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | Unscented_filter::Unscented_filter(const arma::vec& x_pred_0, const arma::mat& P_x_pred_0) | ||||||
|  | { | ||||||
|  |     x_pred_out = x_pred_0; | ||||||
|  |     P_x_pred_out = P_x_pred_0; | ||||||
|  |  | ||||||
|  |     x_est = x_pred_out; | ||||||
|  |     P_x_est = P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | Unscented_filter::~Unscented_filter() = default; | ||||||
|  |  | ||||||
|  |  | ||||||
|  | void Unscented_filter::initialize(const arma::mat& x_pred_0, const arma::mat& P_x_pred_0) | ||||||
|  | { | ||||||
|  |     x_pred_out = x_pred_0; | ||||||
|  |     P_x_pred_out = P_x_pred_0; | ||||||
|  |  | ||||||
|  |     x_est = x_pred_out; | ||||||
|  |     P_x_est = P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | /* | ||||||
|  |  * Perform the prediction step of the Unscented Kalman filter | ||||||
|  |  */ | ||||||
|  | void Unscented_filter::predict_sequential(const arma::vec& x_post, const arma::mat& P_x_post, Model_Function* transition_fcn, const arma::mat& noise_covariance) | ||||||
|  | { | ||||||
|  |     // Compute number of sigma points | ||||||
|  |     int nx = x_post.n_elem; | ||||||
|  |     int np = 2 * nx + 1; | ||||||
|  |  | ||||||
|  |     float alpha = 0.001; | ||||||
|  |     float kappa = 0.0; | ||||||
|  |     float beta = 2.0; | ||||||
|  |  | ||||||
|  |     float lambda = std::pow(alpha, 2.0) * (static_cast<float>(nx) + kappa) - static_cast<float>(nx); | ||||||
|  |  | ||||||
|  |     // Compute UT Weights | ||||||
|  |     float W0_m = lambda / (static_cast<float>(nx) + lambda); | ||||||
|  |     float W0_c = lambda / (static_cast<float>(nx) + lambda) + (1 - std::pow(alpha, 2.0) + beta); | ||||||
|  |     float Wi_m = 1.0 / (2.0 * (static_cast<float>(nx) + lambda)); | ||||||
|  |  | ||||||
|  |     // Propagate and evaluate sigma points | ||||||
|  |     arma::mat Xi_fact = arma::zeros(nx, nx); | ||||||
|  |     arma::mat Xi_post = arma::zeros(nx, np); | ||||||
|  |     arma::mat Xi_pred = arma::zeros(nx, np); | ||||||
|  |  | ||||||
|  |  | ||||||
|  |     Xi_post.col(0) = x_post; | ||||||
|  |     Xi_pred.col(0) = (*transition_fcn)(Xi_post.col(0)); | ||||||
|  |     for (uint8_t i = 1; i <= nx; i++) | ||||||
|  |         { | ||||||
|  |             Xi_fact = std::sqrt(static_cast<float>(nx) + lambda) * arma::sqrtmat_sympd(P_x_post); | ||||||
|  |             Xi_post.col(i) = x_post + Xi_fact.col(i - 1); | ||||||
|  |             Xi_post.col(i + nx) = x_post - Xi_fact.col(i - 1); | ||||||
|  |  | ||||||
|  |             Xi_pred.col(i) = (*transition_fcn)(Xi_post.col(i)); | ||||||
|  |             Xi_pred.col(i + nx) = (*transition_fcn)(Xi_post.col(i + nx)); | ||||||
|  |         } | ||||||
|  |  | ||||||
|  |     // Compute predicted mean | ||||||
|  |     arma::vec x_pred = W0_m * Xi_pred.col(0) + Wi_m * arma::sum(Xi_pred.cols(1, np - 1), 1); | ||||||
|  |  | ||||||
|  |     // Compute predicted error covariance | ||||||
|  |     arma::mat P_x_pred = W0_c * ((Xi_pred.col(0) - x_pred) * (Xi_pred.col(0).t() - x_pred.t())); | ||||||
|  |     for (uint8_t i = 1; i < np; i++) | ||||||
|  |         { | ||||||
|  |             P_x_pred = P_x_pred + Wi_m * ((Xi_pred.col(i) - x_pred) * (Xi_pred.col(i).t() - x_pred.t())); | ||||||
|  |         } | ||||||
|  |     P_x_pred = P_x_pred + noise_covariance; | ||||||
|  |  | ||||||
|  |     // Store predicted mean and error covariance | ||||||
|  |     x_pred_out = x_pred; | ||||||
|  |     P_x_pred_out = P_x_pred; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | /* | ||||||
|  |  * Perform the update step of the Unscented Kalman filter | ||||||
|  |  */ | ||||||
|  | void Unscented_filter::update_sequential(const arma::vec& z_upd, const arma::vec& x_pred, const arma::mat& P_x_pred, Model_Function* measurement_fcn, const arma::mat& noise_covariance) | ||||||
|  | { | ||||||
|  |     // Compute number of sigma points | ||||||
|  |     int nx = x_pred.n_elem; | ||||||
|  |     int nz = z_upd.n_elem; | ||||||
|  |     int np = 2 * nx + 1; | ||||||
|  |  | ||||||
|  |     float alpha = 0.001; | ||||||
|  |     float kappa = 0.0; | ||||||
|  |     float beta = 2.0; | ||||||
|  |  | ||||||
|  |     float lambda = std::pow(alpha, 2.0) * (static_cast<float>(nx) + kappa) - static_cast<float>(nx); | ||||||
|  |  | ||||||
|  |     // Compute UT Weights | ||||||
|  |     float W0_m = lambda / (static_cast<float>(nx) + lambda); | ||||||
|  |     float W0_c = lambda / (static_cast<float>(nx) + lambda) + (1.0 - std::pow(alpha, 2.0) + beta); | ||||||
|  |     float Wi_m = 1.0 / (2.0 * (static_cast<float>(nx) + lambda)); | ||||||
|  |  | ||||||
|  |     // Propagate and evaluate sigma points | ||||||
|  |     arma::mat Xi_fact = arma::zeros(nx, nx); | ||||||
|  |     arma::mat Xi_pred = arma::zeros(nx, np); | ||||||
|  |     arma::mat Zi_pred = arma::zeros(nz, np); | ||||||
|  |  | ||||||
|  |     Xi_pred.col(0) = x_pred; | ||||||
|  |     Zi_pred.col(0) = (*measurement_fcn)(Xi_pred.col(0)); | ||||||
|  |     for (uint8_t i = 1; i <= nx; i++) | ||||||
|  |         { | ||||||
|  |             Xi_fact = std::sqrt(static_cast<float>(nx) + lambda) * arma::sqrtmat_sympd(P_x_pred); | ||||||
|  |             Xi_pred.col(i) = x_pred + Xi_fact.col(i - 1); | ||||||
|  |             Xi_pred.col(i + nx) = x_pred - Xi_fact.col(i - 1); | ||||||
|  |  | ||||||
|  |             Zi_pred.col(i) = (*measurement_fcn)(Xi_pred.col(i)); | ||||||
|  |             Zi_pred.col(i + nx) = (*measurement_fcn)(Xi_pred.col(i + nx)); | ||||||
|  |         } | ||||||
|  |  | ||||||
|  |     // Compute measurement mean | ||||||
|  |     arma::mat z_pred = W0_m * Zi_pred.col(0) + Wi_m * arma::sum(Zi_pred.cols(1, np - 1), 1); | ||||||
|  |  | ||||||
|  |     // Compute measurement covariance and cross covariance | ||||||
|  |     arma::mat P_zz_pred = W0_c * ((Zi_pred.col(0) - z_pred) * (Zi_pred.col(0).t() - z_pred.t())); | ||||||
|  |     arma::mat P_xz_pred = W0_c * ((Xi_pred.col(0) - x_pred) * (Zi_pred.col(0).t() - z_pred.t())); | ||||||
|  |     for (uint8_t i = 0; i < np; i++) | ||||||
|  |         { | ||||||
|  |             P_zz_pred = P_zz_pred + Wi_m * ((Zi_pred.col(i) - z_pred) * (Zi_pred.col(i).t() - z_pred.t())); | ||||||
|  |             P_xz_pred = P_xz_pred + Wi_m * ((Xi_pred.col(i) - x_pred) * (Zi_pred.col(i).t() - z_pred.t())); | ||||||
|  |         } | ||||||
|  |     P_zz_pred = P_zz_pred + noise_covariance; | ||||||
|  |  | ||||||
|  |     // Estimate cubature Kalman gain | ||||||
|  |     arma::mat W_k = P_xz_pred * arma::inv(P_zz_pred); | ||||||
|  |  | ||||||
|  |     // Estimate and store the updated mean and error covariance | ||||||
|  |     x_est = x_pred + W_k * (z_upd - z_pred); | ||||||
|  |     P_x_est = P_x_pred - W_k * P_zz_pred * W_k.t(); | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | arma::mat Unscented_filter::get_x_pred() const | ||||||
|  | { | ||||||
|  |     return x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | arma::mat Unscented_filter::get_P_x_pred() const | ||||||
|  | { | ||||||
|  |     return P_x_pred_out; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | arma::mat Unscented_filter::get_x_est() const | ||||||
|  | { | ||||||
|  |     return x_est; | ||||||
|  | } | ||||||
|  |  | ||||||
|  |  | ||||||
|  | arma::mat Unscented_filter::get_P_x_est() const | ||||||
|  | { | ||||||
|  |     return P_x_est; | ||||||
|  | } | ||||||
|  |  | ||||||
|  | /***************** END UNSCENTED KALMAN FILTER *****************/ | ||||||
| @@ -1,10 +1,12 @@ | |||||||
| /*!
 | /*!
 | ||||||
|  * \file cubature_filter.h |  * \file nonlinear_tracking.h | ||||||
|  * \brief Interface of a library with Bayesian noise statistic estimation |  * \brief Interface of a library for nonlinear tracking algorithms | ||||||
|  * |  * | ||||||
|  * Cubature_Filter implements the functionality of the Cubature Kalman |  * Cubature_Filter implements the functionality of the Cubature Kalman | ||||||
|  * Filter, which uses multidimensional cubature rules to estimate the |  * Filter, which uses multidimensional cubature rules to estimate the | ||||||
|  * time evolution of a nonlinear system. |  * time evolution of a nonlinear system. Unscented_filter implements | ||||||
|  |  * an Unscented Kalman Filter which uses Unscented Transform rules to | ||||||
|  |  * perform a similar estimation. | ||||||
|  * |  * | ||||||
|  * [1] I Arasaratnam and S Haykin. Cubature kalman filters. IEEE |  * [1] I Arasaratnam and S Haykin. Cubature kalman filters. IEEE | ||||||
|  * Transactions on Automatic Control, 54(6):1254–1269,2009. |  * Transactions on Automatic Control, 54(6):1254–1269,2009. | ||||||
| @@ -38,18 +40,19 @@ | |||||||
|  * ------------------------------------------------------------------------- |  * ------------------------------------------------------------------------- | ||||||
|  */ |  */ | ||||||
| 
 | 
 | ||||||
| #ifndef GNSS_SDR_CUBATURE_FILTER_H_ | #ifndef GNSS_SDR_NONLINEAR_TRACKING_H_ | ||||||
| #define GNSS_SDR_CUBATURE_FILTER_H_ | #define GNSS_SDR_NONLINEAR_TRACKING_H_ | ||||||
| 
 | 
 | ||||||
| #include <armadillo> | #include <armadillo> | ||||||
| #include <gnuradio/gr_complex.h> | #include <gnuradio/gr_complex.h> | ||||||
| 
 | 
 | ||||||
| // Abstract model function
 | // Abstract model function
 | ||||||
| class Model_Function{ | class Model_Function | ||||||
|     public: | { | ||||||
|         Model_Function() {}; | public: | ||||||
|         virtual arma::vec operator() (arma::vec input) = 0; |     Model_Function(){}; | ||||||
|         virtual ~Model_Function() = default; |     virtual arma::vec operator()(arma::vec input) = 0; | ||||||
|  |     virtual ~Model_Function() = default; | ||||||
| }; | }; | ||||||
| 
 | 
 | ||||||
| class Cubature_filter | class Cubature_filter | ||||||
| @@ -81,4 +84,33 @@ private: | |||||||
|     arma::mat P_x_est; |     arma::mat P_x_est; | ||||||
| }; | }; | ||||||
| 
 | 
 | ||||||
|  | class Unscented_filter | ||||||
|  | { | ||||||
|  | public: | ||||||
|  |     // Constructors and destructors
 | ||||||
|  |     Unscented_filter(); | ||||||
|  |     Unscented_filter(int nx); | ||||||
|  |     Unscented_filter(const arma::vec& x_pred_0, const arma::mat& P_x_pred_0); | ||||||
|  |     ~Unscented_filter(); | ||||||
|  | 
 | ||||||
|  |     // Reinitialization function
 | ||||||
|  |     void initialize(const arma::mat& x_pred_0, const arma::mat& P_x_pred_0); | ||||||
|  | 
 | ||||||
|  |     // Prediction and estimation
 | ||||||
|  |     void predict_sequential(const arma::vec& x_post, const arma::mat& P_x_post, Model_Function* transition_fcn, const arma::mat& noise_covariance); | ||||||
|  |     void update_sequential(const arma::vec& z_upd, const arma::vec& x_pred, const arma::mat& P_x_pred, Model_Function* measurement_fcn, const arma::mat& noise_covariance); | ||||||
|  | 
 | ||||||
|  |     // Getters
 | ||||||
|  |     arma::mat get_x_pred() const; | ||||||
|  |     arma::mat get_P_x_pred() const; | ||||||
|  |     arma::mat get_x_est() const; | ||||||
|  |     arma::mat get_P_x_est() const; | ||||||
|  | 
 | ||||||
|  | private: | ||||||
|  |     arma::vec x_pred_out; | ||||||
|  |     arma::mat P_x_pred_out; | ||||||
|  |     arma::vec x_est; | ||||||
|  |     arma::mat P_x_est; | ||||||
|  | }; | ||||||
|  | 
 | ||||||
| #endif | #endif | ||||||
| @@ -161,6 +161,11 @@ if(ENABLE_FPGA) | |||||||
|     add_definitions(-DFPGA_BLOCKS_TEST=1) |     add_definitions(-DFPGA_BLOCKS_TEST=1) | ||||||
| endif() | endif() | ||||||
|  |  | ||||||
|  | if(ARMADILLO_VERSION_STRING VERSION_GREATER 8.400) | ||||||
|  |     # mvnrnd() requires 8.400 | ||||||
|  |     add_definitions(-DARMADILLO_HAVE_MVNRND=1) | ||||||
|  | endif() | ||||||
|  |  | ||||||
| find_package(Gnuplot) | find_package(Gnuplot) | ||||||
| if(GNUPLOT_FOUND) | if(GNUPLOT_FOUND) | ||||||
|     add_definitions(-DGNUPLOT_EXECUTABLE="${GNUPLOT_EXECUTABLE}") |     add_definitions(-DGNUPLOT_EXECUTABLE="${GNUPLOT_EXECUTABLE}") | ||||||
| @@ -793,13 +798,20 @@ endif() | |||||||
|  |  | ||||||
| ######################################################### | ######################################################### | ||||||
| if(NOT ENABLE_PACKAGING AND NOT ENABLE_FPGA) | if(NOT ENABLE_PACKAGING AND NOT ENABLE_FPGA) | ||||||
|  |     set(NONLINEAR_SOURCES "") | ||||||
|  |     if(ARMADILLO_VERSION_STRING VERSION_GREATER 8.400) | ||||||
|  |         set(NONLINEAR_SOURCES | ||||||
|  |             ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/cubature_filter_test.cc | ||||||
|  |             ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/unscented_filter_test.cc | ||||||
|  |         ) | ||||||
|  |     endif() | ||||||
|     add_executable(trk_test |     add_executable(trk_test | ||||||
|         ${CMAKE_CURRENT_SOURCE_DIR}/single_test_main.cc |         ${CMAKE_CURRENT_SOURCE_DIR}/single_test_main.cc | ||||||
|         ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/galileo_e1_dll_pll_veml_tracking_test.cc |         ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/galileo_e1_dll_pll_veml_tracking_test.cc | ||||||
|         ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/tracking_loop_filter_test.cc |         ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/tracking_loop_filter_test.cc | ||||||
|         ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/cpu_multicorrelator_real_codes_test.cc |         ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/cpu_multicorrelator_real_codes_test.cc | ||||||
|         ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/bayesian_estimation_test.cc |         ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/bayesian_estimation_test.cc | ||||||
|         ${CMAKE_CURRENT_SOURCE_DIR}/unit-tests/signal-processing-blocks/tracking/cubature_filter_test.cc |         ${NONLINEAR_SOURCES} | ||||||
|     ) |     ) | ||||||
|     if(${FILESYSTEM_FOUND}) |     if(${FILESYSTEM_FOUND}) | ||||||
|         target_compile_definitions(trk_test PRIVATE -DHAS_STD_FILESYSTEM=1) |         target_compile_definitions(trk_test PRIVATE -DHAS_STD_FILESYSTEM=1) | ||||||
|   | |||||||
| @@ -99,7 +99,10 @@ DECLARE_string(log_dir); | |||||||
| #endif | #endif | ||||||
|  |  | ||||||
| #include "unit-tests/signal-processing-blocks/tracking/bayesian_estimation_test.cc" | #include "unit-tests/signal-processing-blocks/tracking/bayesian_estimation_test.cc" | ||||||
|  | #if ARMADILLO_HAVE_MVNRND | ||||||
| #include "unit-tests/signal-processing-blocks/tracking/cubature_filter_test.cc" | #include "unit-tests/signal-processing-blocks/tracking/cubature_filter_test.cc" | ||||||
|  | #include "unit-tests/signal-processing-blocks/tracking/unscented_filter_test.cc" | ||||||
|  | #endif | ||||||
| #include "unit-tests/signal-processing-blocks/tracking/cpu_multicorrelator_real_codes_test.cc" | #include "unit-tests/signal-processing-blocks/tracking/cpu_multicorrelator_real_codes_test.cc" | ||||||
| #include "unit-tests/signal-processing-blocks/tracking/cpu_multicorrelator_test.cc" | #include "unit-tests/signal-processing-blocks/tracking/cpu_multicorrelator_test.cc" | ||||||
| #include "unit-tests/signal-processing-blocks/tracking/galileo_e1_dll_pll_veml_tracking_test.cc" | #include "unit-tests/signal-processing-blocks/tracking/galileo_e1_dll_pll_veml_tracking_test.cc" | ||||||
|   | |||||||
| @@ -28,12 +28,13 @@ | |||||||
|  * ------------------------------------------------------------------------- |  * ------------------------------------------------------------------------- | ||||||
|  */ |  */ | ||||||
|  |  | ||||||
| #include "cubature_filter.h" | #include "nonlinear_tracking.h" | ||||||
| #include <armadillo> | #include <armadillo> | ||||||
| #include <gtest/gtest.h> | #include <gtest/gtest.h> | ||||||
| #include <random> | #include <random> | ||||||
|  |  | ||||||
| #define CUBATURE_TEST_N_TRIALS 1000 | #define CUBATURE_TEST_N_TRIALS 1000 | ||||||
|  | #define CUBATURE_TEST_TOLERANCE 0.01 | ||||||
|  |  | ||||||
| class Transition_Model : public Model_Function | class Transition_Model : public Model_Function | ||||||
| { | { | ||||||
| @@ -127,8 +128,8 @@ TEST(CubatureFilterComputationTest, CubatureFilterTest) | |||||||
|             kf_x_pre = kf_F * kf_x_post; |             kf_x_pre = kf_F * kf_x_post; | ||||||
|             kf_P_x_pre = kf_F * kf_P_x_post * kf_F.t() + kf_Q; |             kf_P_x_pre = kf_F * kf_P_x_post * kf_F.t() + kf_Q; | ||||||
|  |  | ||||||
|             EXPECT_TRUE(arma::approx_equal(ckf_x_pre, kf_x_pre, "absdiff", 0.01)); |             EXPECT_TRUE(arma::approx_equal(ckf_x_pre, kf_x_pre, "absdiff", CUBATURE_TEST_TOLERANCE)); | ||||||
|             EXPECT_TRUE(arma::approx_equal(ckf_P_x_pre, kf_P_x_pre, "absdiff", 0.01)); |             EXPECT_TRUE(arma::approx_equal(ckf_P_x_pre, kf_P_x_pre, "absdiff", CUBATURE_TEST_TOLERANCE)); | ||||||
|  |  | ||||||
|             // Update Step |             // Update Step | ||||||
|             kf_H = arma::randu<arma::mat>(ny, nx); |             kf_H = arma::randu<arma::mat>(ny, nx); | ||||||
| @@ -151,8 +152,8 @@ TEST(CubatureFilterComputationTest, CubatureFilterTest) | |||||||
|             kf_x_post = kf_x_pre + kf_K * (kf_y - kf_H * kf_x_pre); |             kf_x_post = kf_x_pre + kf_K * (kf_y - kf_H * kf_x_pre); | ||||||
|             kf_P_x_post = (arma::eye(nx, nx) - kf_K * kf_H) * kf_P_x_pre; |             kf_P_x_post = (arma::eye(nx, nx) - kf_K * kf_H) * kf_P_x_pre; | ||||||
|  |  | ||||||
|             EXPECT_TRUE(arma::approx_equal(ckf_x_post, kf_x_post, "absdiff", 0.01)); |             EXPECT_TRUE(arma::approx_equal(ckf_x_post, kf_x_post, "absdiff", CUBATURE_TEST_TOLERANCE)); | ||||||
|             EXPECT_TRUE(arma::approx_equal(ckf_P_x_post, kf_P_x_post, "absdiff", 0.01)); |             EXPECT_TRUE(arma::approx_equal(ckf_P_x_post, kf_P_x_post, "absdiff", CUBATURE_TEST_TOLERANCE)); | ||||||
|  |  | ||||||
|             delete transition_function; |             delete transition_function; | ||||||
|             delete measurement_function; |             delete measurement_function; | ||||||
|   | |||||||
| @@ -0,0 +1,161 @@ | |||||||
|  | /*! | ||||||
|  |  * \file unscented_filter_test.cc | ||||||
|  |  * \brief  This file implements numerical accuracy test for the CKF library. | ||||||
|  |  * \author Gerald LaMountain, 2019. gerald(at)ece.neu.edu | ||||||
|  |  * | ||||||
|  |  * ------------------------------------------------------------------------- | ||||||
|  |  * | ||||||
|  |  * Copyright (C) 2010-2019  (see AUTHORS file for a list of contributors) | ||||||
|  |  * | ||||||
|  |  * GNSS-SDR is a software defined Global Navigation | ||||||
|  |  *          Satellite Systems receiver | ||||||
|  |  * | ||||||
|  |  * This file is part of GNSS-SDR. | ||||||
|  |  * | ||||||
|  |  * GNSS-SDR is free software: you can redistribute it and/or modify | ||||||
|  |  * it under the terms of the GNU General Public License as published by | ||||||
|  |  * the Free Software Foundation, either version 3 of the License, or | ||||||
|  |  * (at your option) any later version. | ||||||
|  |  * | ||||||
|  |  * GNSS-SDR is distributed in the hope that it will be useful, | ||||||
|  |  * but WITHOUT ANY WARRANTY; without even the implied warranty of | ||||||
|  |  * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the | ||||||
|  |  * GNU General Public License for more details. | ||||||
|  |  * | ||||||
|  |  * You should have received a copy of the GNU General Public License | ||||||
|  |  * along with GNSS-SDR. If not, see <https://www.gnu.org/licenses/>. | ||||||
|  |  * | ||||||
|  |  * ------------------------------------------------------------------------- | ||||||
|  |  */ | ||||||
|  |  | ||||||
|  | #include "nonlinear_tracking.h" | ||||||
|  | #include <armadillo> | ||||||
|  | #include <gtest/gtest.h> | ||||||
|  | #include <random> | ||||||
|  |  | ||||||
|  | #define UNSCENTED_TEST_N_TRIALS 10 | ||||||
|  | #define UNSCENTED_TEST_TOLERANCE 10 | ||||||
|  |  | ||||||
|  | class Transition_Model_UKF : public Model_Function | ||||||
|  | { | ||||||
|  | public: | ||||||
|  |     Transition_Model_UKF(arma::mat kf_F) { coeff_mat = kf_F; }; | ||||||
|  |     virtual arma::vec operator()(arma::vec input) { return coeff_mat * input; }; | ||||||
|  |  | ||||||
|  | private: | ||||||
|  |     arma::mat coeff_mat; | ||||||
|  | }; | ||||||
|  |  | ||||||
|  | class Measurement_Model_UKF : public Model_Function | ||||||
|  | { | ||||||
|  | public: | ||||||
|  |     Measurement_Model_UKF(arma::mat kf_H) { coeff_mat = kf_H; }; | ||||||
|  |     virtual arma::vec operator()(arma::vec input) { return coeff_mat * input; }; | ||||||
|  |  | ||||||
|  | private: | ||||||
|  |     arma::mat coeff_mat; | ||||||
|  | }; | ||||||
|  |  | ||||||
|  | TEST(UnscentedFilterComputationTest, UnscentedFilterTest) | ||||||
|  | { | ||||||
|  |     Unscented_filter kf_unscented; | ||||||
|  |  | ||||||
|  |     arma::vec kf_x; | ||||||
|  |     arma::mat kf_P_x; | ||||||
|  |  | ||||||
|  |     arma::vec kf_x_pre; | ||||||
|  |     arma::mat kf_P_x_pre; | ||||||
|  |  | ||||||
|  |     arma::vec ukf_x_pre; | ||||||
|  |     arma::mat ukf_P_x_pre; | ||||||
|  |  | ||||||
|  |     arma::vec kf_x_post; | ||||||
|  |     arma::mat kf_P_x_post; | ||||||
|  |  | ||||||
|  |     arma::vec ukf_x_post; | ||||||
|  |     arma::mat ukf_P_x_post; | ||||||
|  |  | ||||||
|  |     arma::mat kf_F; | ||||||
|  |     arma::mat kf_H; | ||||||
|  |  | ||||||
|  |     arma::mat kf_Q; | ||||||
|  |     arma::mat kf_R; | ||||||
|  |  | ||||||
|  |     arma::vec eta; | ||||||
|  |     arma::vec nu; | ||||||
|  |  | ||||||
|  |     arma::vec kf_y; | ||||||
|  |     arma::mat kf_P_y; | ||||||
|  |     arma::mat kf_K; | ||||||
|  |  | ||||||
|  |     Model_Function* transition_function; | ||||||
|  |     Model_Function* measurement_function; | ||||||
|  |  | ||||||
|  |     //--- Perform initializations ------------------------------ | ||||||
|  |  | ||||||
|  |     std::random_device r; | ||||||
|  |     std::default_random_engine e1(r()); | ||||||
|  |     std::normal_distribution<float> normal_dist(0, 5); | ||||||
|  |     std::uniform_real_distribution<float> uniform_dist(0.1, 5.0); | ||||||
|  |  | ||||||
|  |     uint8_t nx = 0; | ||||||
|  |     uint8_t ny = 0; | ||||||
|  |  | ||||||
|  |     for (uint16_t k = 0; k < UNSCENTED_TEST_N_TRIALS; k++) | ||||||
|  |         { | ||||||
|  |             nx = std::rand() % 5 + 1; | ||||||
|  |             ny = std::rand() % 5 + 1; | ||||||
|  |  | ||||||
|  |             kf_x = arma::randn<arma::vec>(nx, 1); | ||||||
|  |  | ||||||
|  |             kf_P_x_post = 5.0 * arma::diagmat(arma::randu<arma::vec>(nx, 1)); | ||||||
|  |             kf_x_post = arma::mvnrnd(kf_x, kf_P_x_post); | ||||||
|  |  | ||||||
|  |             kf_unscented.initialize(kf_x_post, kf_P_x_post); | ||||||
|  |  | ||||||
|  |             // Prediction Step | ||||||
|  |             kf_F = arma::randu<arma::mat>(nx, nx); | ||||||
|  |             kf_Q = arma::diagmat(arma::randu<arma::vec>(nx, 1)); | ||||||
|  |  | ||||||
|  |             transition_function = new Transition_Model_UKF(kf_F); | ||||||
|  |             arma::mat ttx = (*transition_function)(kf_x_post); | ||||||
|  |  | ||||||
|  |             kf_unscented.predict_sequential(kf_x_post, kf_P_x_post, transition_function, kf_Q); | ||||||
|  |  | ||||||
|  |             ukf_x_pre = kf_unscented.get_x_pred(); | ||||||
|  |             ukf_P_x_pre = kf_unscented.get_P_x_pred(); | ||||||
|  |  | ||||||
|  |             kf_x_pre = kf_F * kf_x_post; | ||||||
|  |             kf_P_x_pre = kf_F * kf_P_x_post * kf_F.t() + kf_Q; | ||||||
|  |  | ||||||
|  |             EXPECT_TRUE(arma::approx_equal(ukf_x_pre, kf_x_pre, "absdiff", UNSCENTED_TEST_TOLERANCE)); | ||||||
|  |             EXPECT_TRUE(arma::approx_equal(ukf_P_x_pre, kf_P_x_pre, "absdiff", UNSCENTED_TEST_TOLERANCE)); | ||||||
|  |  | ||||||
|  |             // Update Step | ||||||
|  |             kf_H = arma::randu<arma::mat>(ny, nx); | ||||||
|  |             kf_R = arma::diagmat(arma::randu<arma::vec>(ny, 1)); | ||||||
|  |  | ||||||
|  |             eta = arma::mvnrnd(arma::zeros<arma::vec>(nx, 1), kf_Q); | ||||||
|  |             nu = arma::mvnrnd(arma::zeros<arma::vec>(ny, 1), kf_R); | ||||||
|  |  | ||||||
|  |             kf_y = kf_H * (kf_F * kf_x + eta) + nu; | ||||||
|  |  | ||||||
|  |             measurement_function = new Measurement_Model_UKF(kf_H); | ||||||
|  |             kf_unscented.update_sequential(kf_y, kf_x_pre, kf_P_x_pre, measurement_function, kf_R); | ||||||
|  |  | ||||||
|  |             ukf_x_post = kf_unscented.get_x_est(); | ||||||
|  |             ukf_P_x_post = kf_unscented.get_P_x_est(); | ||||||
|  |  | ||||||
|  |             kf_P_y = kf_H * kf_P_x_pre * kf_H.t() + kf_R; | ||||||
|  |             kf_K = (kf_P_x_pre * kf_H.t()) * arma::inv(kf_P_y); | ||||||
|  |  | ||||||
|  |             kf_x_post = kf_x_pre + kf_K * (kf_y - kf_H * kf_x_pre); | ||||||
|  |             kf_P_x_post = (arma::eye(nx, nx) - kf_K * kf_H) * kf_P_x_pre; | ||||||
|  |  | ||||||
|  |             EXPECT_TRUE(arma::approx_equal(ukf_x_post, kf_x_post, "absdiff", UNSCENTED_TEST_TOLERANCE)); | ||||||
|  |             EXPECT_TRUE(arma::approx_equal(ukf_P_x_post, kf_P_x_post, "absdiff", UNSCENTED_TEST_TOLERANCE)); | ||||||
|  |  | ||||||
|  |             delete transition_function; | ||||||
|  |             delete measurement_function; | ||||||
|  |         } | ||||||
|  | } | ||||||
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