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{ | ||
"configurations": [ | ||
{ | ||
"name": "Win32", | ||
"includePath": [ | ||
"${workspaceFolder}/**", | ||
"/usr/include/c++/5.4.0/", | ||
"/usr/include/eigen3/**", | ||
"/usr/include/boost/**" | ||
], | ||
"defines": [ | ||
"_DEBUG", | ||
"UNICODE", | ||
"_UNICODE" | ||
], | ||
"windowsSdkVersion": "8.1", | ||
"compilerPath": "/usr/bin/gcc", | ||
"cStandard": "c11", | ||
"intelliSenseMode": "msvc-x64" | ||
} | ||
], | ||
"version": 4 | ||
} |
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{ | ||
"files.associations": { | ||
"iostream": "cpp", | ||
"dense": "cpp", | ||
"*.tcc": "cpp", | ||
"fstream": "cpp", | ||
"sstream": "cpp", | ||
"array": "cpp", | ||
"functional": "cpp", | ||
"type_traits": "cpp", | ||
"tuple": "cpp", | ||
"utility": "cpp", | ||
"core": "cpp", | ||
"ostream": "cpp", | ||
"iosfwd": "cpp", | ||
"cmath": "cpp", | ||
"complex": "cpp", | ||
"deque": "cpp", | ||
"vector": "cpp", | ||
"cstddef": "cpp", | ||
"cstdlib": "cpp", | ||
"cctype": "cpp", | ||
"clocale": "cpp", | ||
"cstdint": "cpp", | ||
"cstdio": "cpp", | ||
"cstring": "cpp", | ||
"ctime": "cpp", | ||
"cwchar": "cpp", | ||
"cwctype": "cpp", | ||
"list": "cpp", | ||
"unordered_map": "cpp", | ||
"exception": "cpp", | ||
"initializer_list": "cpp", | ||
"istream": "cpp", | ||
"limits": "cpp", | ||
"memory": "cpp", | ||
"new": "cpp", | ||
"numeric": "cpp", | ||
"stdexcept": "cpp", | ||
"streambuf": "cpp", | ||
"system_error": "cpp", | ||
"typeinfo": "cpp", | ||
"map": "cpp", | ||
"atomic": "cpp", | ||
"strstream": "cpp", | ||
"chrono": "cpp", | ||
"ratio": "cpp", | ||
"thread": "cpp", | ||
"cinttypes": "cpp", | ||
"typeindex": "cpp" | ||
} | ||
} |
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# Specify the minimum version for CMake | ||
cmake_minimum_required(VERSION 2.8) | ||
set(CMAKE_CXX_STANDARD 11) | ||
#set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -g") # Debugging | ||
#set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS}") | ||
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O3 -DEIGEN_NO_DEBUG -march=native -Wl,--no-as-needed") | ||
# -O3 -DEIGEN_NO_DEBUG sped up large matrix multiplication by a factor of 10 | ||
# -march=native further sped up large matrix multiplication by a factor of 2 | ||
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# Project's name | ||
project(inekf) | ||
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# Set the output folder where your program will be created | ||
set(CMAKE_BINARY_DIR ${CMAKE_SOURCE_DIR}/bin) | ||
set(EXECUTABLE_OUTPUT_PATH ${CMAKE_BINARY_DIR}) | ||
set(LIBRARY_OUTPUT_PATH ${CMAKE_BINARY_DIR}/lib) | ||
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############################################ | ||
# The following folders will be included # | ||
############################################ | ||
include_directories("${PROJECT_SOURCE_DIR}/include/") | ||
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# Threading | ||
find_package (Threads) | ||
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# Boost | ||
find_package(Boost 1.58 REQUIRED COMPONENTS system) | ||
include_directories(${Boost_INCLUDE_DIR}) | ||
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# Eigen | ||
find_package(Eigen3 REQUIRED) | ||
include_directories(${EIGEN3_INCLUDE_DIR}) | ||
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# Adding all classes | ||
file(GLOB src_files | ||
"${PROJECT_SOURCE_DIR}/src/*.cpp" | ||
) | ||
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###################### | ||
# Add Execuatables # | ||
###################### | ||
link_directories(${PROJECT_SOURCE_DIR}/${Boost_LIBRARY_DIRS}) | ||
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add_executable(landmarks ${PROJECT_SOURCE_DIR}/src/examples/landmarks.cpp ${src_files}) | ||
add_executable(propagation_speed ${PROJECT_SOURCE_DIR}/src/tests/propagation_speed.cpp ${src_files}) | ||
add_executable(correction_speed ${PROJECT_SOURCE_DIR}/src/tests/correction_speed.cpp ${src_files}) | ||
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target_link_libraries(landmarks ${Boost_LIBRARIES}) | ||
target_link_libraries(correction_speed ${Boost_LIBRARIES}) | ||
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# invariant-ekf | ||
C++ library to implement invariant extended Kalman filtering for aided inertial navigation. | ||
# invariant-ekf | ||
C++ library to implement invariant extended Kalman filtering for aided inertial navigation. |
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#ifndef INEKF_H | ||
#define INEKF_H | ||
#include <Eigen/Dense> | ||
#include <Eigen/StdVector> | ||
#include <iostream> | ||
#include <vector> | ||
#include <map> | ||
#include <algorithm> | ||
#include "RobotState.h" | ||
#include "LieGroup.h" | ||
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typedef std::map<int,Eigen::Vector3d,std::less<int>,Eigen::aligned_allocator<std::pair<const int,Eigen::Vector3d>>> mapIntVector3d; | ||
typedef std::vector<std::pair<int,Eigen::Vector3d>> vectorPairIntVector3d; | ||
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class NoiseParams { | ||
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public: | ||
EIGEN_MAKE_ALIGNED_OPERATOR_NEW | ||
NoiseParams(); | ||
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void setGyroscopeNoise(double std); | ||
void setGyroscopeNoise(const Eigen::Vector3d& std); | ||
void setGyroscopeNoise(const Eigen::Matrix3d& cov); | ||
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void setAccelerometerNoise(double std); | ||
void setAccelerometerNoise(const Eigen::Vector3d& std); | ||
void setAccelerometerNoise(const Eigen::Matrix3d& cov); | ||
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void setGyroscopeBiasNoise(double std); | ||
void setGyroscopeBiasNoise(const Eigen::Vector3d& std); | ||
void setGyroscopeBiasNoise(const Eigen::Matrix3d& cov); | ||
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void setAccelerometerBiasNoise(double std); | ||
void setAccelerometerBiasNoise(const Eigen::Vector3d& std); | ||
void setAccelerometerBiasNoise(const Eigen::Matrix3d& cov); | ||
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void setLandmarkNoise(double std); | ||
void setLandmarkNoise(const Eigen::Vector3d& std); | ||
void setLandmarkNoise(const Eigen::Matrix3d& cov); | ||
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Eigen::Matrix3d getGyroscopeCov(); | ||
Eigen::Matrix3d getAccelerometerCov(); | ||
Eigen::Matrix3d getGyroscopeBiasCov(); | ||
Eigen::Matrix3d getAccelerometerBiasCov(); | ||
Eigen::Matrix3d getLandmarkCov(); | ||
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private: | ||
Eigen::Matrix3d Qg_; | ||
Eigen::Matrix3d Qa_; | ||
Eigen::Matrix3d Qbg_; | ||
Eigen::Matrix3d Qba_; | ||
Eigen::Matrix3d Ql_; | ||
}; | ||
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class Observation { | ||
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public: | ||
EIGEN_MAKE_ALIGNED_OPERATOR_NEW | ||
Observation(Eigen::VectorXd& Y, Eigen::VectorXd& b, Eigen::MatrixXd& H, Eigen::MatrixXd& N, Eigen::MatrixXd& PI); | ||
bool empty(); | ||
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Eigen::VectorXd Y; | ||
Eigen::VectorXd b; | ||
Eigen::MatrixXd H; | ||
Eigen::MatrixXd N; | ||
Eigen::MatrixXd PI; | ||
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friend std::ostream& operator<<(std::ostream& os, const Observation& o); | ||
}; | ||
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class InEKF { | ||
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public: | ||
EIGEN_MAKE_ALIGNED_OPERATOR_NEW | ||
InEKF(); | ||
InEKF(RobotState state); | ||
InEKF(RobotState state, const mapIntVector3d& prior_landmarks); | ||
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RobotState getState(); | ||
void Propagate(const Eigen::Matrix<double,6,1>& m, double dt); | ||
void Correct(const Observation& obs); | ||
void CorrectLandmarks(const vectorPairIntVector3d& measured_landmarks); | ||
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private: | ||
RobotState state_; | ||
NoiseParams noise_params_; | ||
const Eigen::Vector3d g_ = (Eigen::VectorXd(3) << 0,0,-9.81).finished(); // Gravity | ||
mapIntVector3d prior_landmarks_; | ||
std::map<int,int> estimated_landmarks_; | ||
}; | ||
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#endif |
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#ifndef LIEGROUP_H | ||
#define LIEGROUP_H | ||
#include <Eigen/Dense> | ||
#include <iostream> | ||
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#define TOLERANCE 1e-10 | ||
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Eigen::Matrix3d skew(const Eigen::Vector3d& v); | ||
Eigen::Matrix3d Exp_SO3(const Eigen::Vector3d& w); | ||
Eigen::MatrixXd Exp_SEK3(const Eigen::VectorXd& v); | ||
Eigen::MatrixXd Adjoint_SEK3(const Eigen::MatrixXd& X); | ||
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#endif |
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#ifndef ROBOTSTATE_H | ||
#define ROBOTSTATE_H | ||
#include <Eigen/Dense> | ||
#include <iostream> | ||
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class RobotState { | ||
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public: | ||
EIGEN_MAKE_ALIGNED_OPERATOR_NEW | ||
RobotState(); | ||
RobotState(const Eigen::MatrixXd& X); | ||
RobotState(const Eigen::MatrixXd& X, const Eigen::VectorXd& Theta); | ||
RobotState(const Eigen::MatrixXd& X, const Eigen::VectorXd& Theta, const Eigen::MatrixXd& P); | ||
const Eigen::MatrixXd getX(); | ||
const Eigen::VectorXd getTheta(); | ||
const Eigen::MatrixXd getP(); | ||
const Eigen::Matrix3d getRotation(); | ||
const Eigen::Vector3d getVelocity(); | ||
const Eigen::Vector3d getPosition(); | ||
const Eigen::Vector3d getAngularVelocityBias(); | ||
const Eigen::Vector3d getLinearAccelerationBias(); | ||
const int dimX(); | ||
const int dimTheta(); | ||
const int dimP(); | ||
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void setX(Eigen::MatrixXd& X); | ||
void setP(Eigen::MatrixXd& P); | ||
void setTheta(Eigen::VectorXd& Theta); | ||
void setRotation(Eigen::Matrix3d& R); | ||
void setVelocity(Eigen::Vector3d& v); | ||
void setPosition(Eigen::Vector3d& p); | ||
void setAngularVelocityBias(Eigen::Vector3d& bg); | ||
void setLinearAccelerationBias(Eigen::Vector3d& ba); | ||
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void copyDiagX(int n, Eigen::MatrixXd& BigX); | ||
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friend class InEKF; | ||
friend std::ostream& operator<<(std::ostream& os, const RobotState& s); | ||
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private: | ||
Eigen::MatrixXd X_; | ||
Eigen::VectorXd Theta_; | ||
Eigen::MatrixXd P_; | ||
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}; | ||
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#endif |
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