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vector3

Easy vector, quaternion library designed for rotations and sensor fusion filters in C++14. It is also mobile device agnostic as mobile devices,such as iphones use y axis front and pitch is around X axis.

quaternions

  • quaternion from euler all the angles should be in radians
    auto roll = rad(40.0);
    auto pitch = rad(40.0);
    auto yaw = rad(40.0);
    auto q = Quaternion(roll,pitch,yaw);
  • change euler order in constructor of specific quaternion,ex: first roll then pitch then yaw
    auto roll = rad(40.0);
    auto pitch = rad(40.0);
    auto yaw = rad(40.0);
    auto q = Quaternion(roll,pitch,yaw,RotationOrder::rpy);
  • to euler as roll,pitch,yaw
    auto roll =  Quaternion(roll,pitch,yaw).roll();
    auto pitch =  Quaternion(roll,pitch,yaw).pitch();
    auto yaw =  Quaternion(roll,pitch,yaw).yaw();
  • to euler as Vector3
    Vector3 euler =  Quaternion(roll,pitch,yaw).euler();
  • concatanating rotations is as simple as multiplying quaternions (q1,q2,q3,q4) in respective order q1*q2*q3*q4
  • rotating vector3 is as simple as multiplying with quaternion v1*q1
  • reverse rotation is negating -q1
  • rotation between two quaternions -q1*q2
  • slerp is as simple as multiplying quaternion with scalar ex half angle rotation of q1 is 0.5*q1
  • mid rotation between two quaternions is q1*(0.5*(-q1*q2))

vectors

  • constructor and constant static variables Vector3 v(0.5,0.7,0.3);
  • from constant static variables Vector3 v = Vector3::X;
  • c++11 version auto v = Vector3::X;
  • to Vector2
    Vector2 xy = Vector3::X.xy(); 
    auto xz = Vector3::X.xz(); 
    auto yz = Vector3::X.yz(); 
  • negating auto negx = -Vector3::X;
  • arithmetic operations auto v = (0.3*(Vector3::X+Vector3::Y)).normalized();
  • multiplying with scalar all xyz auto v2 = v1*0.5
  • multiplying with vector
        Vector3 coef(0.5,0.3,0.1);
        auto v = coef*Vector3::X;
  • angle between two vectors
        auto angleInRad = Vector3::X.angle(Vector3::Y);
        auto angleInDegree = deg(angleInRad);
  • using in filtering
       auto beta = 0.1;
       auto result = Vector3::X*beta + Vector3::Y*(1-beta);
  • rotation quaternion between two vectors Quaternion q = Vector3::X.rotation(Vector3::Y);
  • rotation quaternion around specific axis (not that there are many axis that can yield to same roation result) Quaternion q = Vector3::X.rotation(Vector3::Y,-Vector3::Z);
  • to array vector<scalar> v = Vector3::X;
  • from array or initializer_list Vector3 v = {0.2,0.30,0.5};
  • from vector iterator
       vector<scalar> vec = {0.2,0.30,0.5,0.45};
       Vector3 v = vec.begin()+1;

vector3 arithmetic helper functions

  • degree to radian and vice versa conversion

       inline scalar rad(scalar deg);
       inline scalar deg(scalar rad);
    
  • max,min,pow,abs

        inline Vector3 pow(const Vector3& v,scalar p);
        inline Vector3 abs(const Vector3& v);
        inline Vector3 max(const Vector3& v1,const Vector3& v2);
        inline Vector3 min(const Vector3& v1,const Vector3& v2);
    

mobile device vs others

  • mobile devices definition of roll,pitch and reference frame XYZ is different than other engineering areas, define MOBILE if your application is for mobile or mobile data ``` #define MOBILE ````
  • it is also automatically defined in header as
    #ifdef TARGET_OS_IOS  or TARGET_IPHONE_SIMULATOR  or __ANDROID__             
        #define MOBILE
    #endif
    

sensors

  • sensor type
    enum SensorType{
        none = 0,accelerometer,gyroscope,magnetometer,coreMotion,position,velocity,userAcceleration,pixels
    };
  • sensor data
    class SensorData{
        public:
        double time = 0; // in secs
        SensorType type = SensorType::none;
        Vector3 v = Vector3::Zero;
     };

file operations

File read/write operations are simplified

  • reading vector3 list from file
        vector<Vector3> rtn;
        ifstream(path)>>rtn;
  • reading SensorData list from file
        vector<SensorData> rtn;
        ifstream(path)>>rtn;
  • writing vector3 list to file
        vector<Vector3> rtn = {Vector3::X,Vector3::Y,Vector3::Z};
        ofstream(path)<<rtn<<endl;
  • writing SensorData list to file
        vector<SensorData> rtn;
        ofstream(path)<<rtn<<endl;

n dimensional ternary search

  • use n dimensional search when local minima is equal to global minima, otherwise it probably will find one of local minimas
    vector<scalar> ternary(vector<scalar> start, vector<scalar> end, function<scalar(vector<scalar>)> eval);
  • exmaple code for finding calibration parameters of magnetometer
    void findMagBiasCollectively(const vector<SensorData>& list){
       if(list.size()==0) return;
       auto mlist = SensorData::filter(list, SensorType::magnetometer);
       Vector3 mx = mlist[0].v,mn=mlist[0].v;
       for(auto i:mlist){
           mx = vector3::max(i.v,mx);
           mn = vector3::min(i.v,mn);
       }
    
       auto biasList =
       vector3::ternary( mn.array()   , mx , [&](vector<scalar> p){
           Vector3 v(p);
           auto r = 0.0;
           for(auto i : mlist){
               r += ((i.v - v)).length();
           }
           r /= mlist.size();
           auto error = 0.0;
           for(auto i : mlist){
               auto t = ((i.v - v)).length() - r;
               error += t*t;
           }
           return error;
       });
       magBias = biasList;
    }

Example codes:

    using namespace vector3;
    
    auto v = Vector3::X;
    
    auto roll = rad(40.0);
    auto pitch = rad(40.0);
    auto yaw = rad(40.0);
    
    auto q = Quaternion(roll,pitch,yaw);
    
    q = Quaternion(roll,pitch,yaw,RotationOrder::rpy);
    
    q = q*Quaternion(roll,0,0);
    
    Vector3 to = v*q;
    
    Quaternion q1 = v.rotation(to);
    
    std::cout << "roll: " << deg(q.roll())<<", pitch: " << deg(q.pitch()) 
              << ", yaw: " << deg(q.yaw()) << endl;
    
    std::cout << "roll: " << deg(to.roll())<<", pitch: " << deg(to.pitch()) 
              << ", yaw: " << deg(to.yaw()) << endl;

by Maksim Piriyev @ https://dron.ee