目录1. 概述2. 原理2.1. 平移2.2. 旋转2.3. 总结3. 实现4. 参考

1. 概述

我在《大地经纬度坐标与地心地固坐标的的转换》这篇文章中已经论述了地心坐标系的概念。我们知道,基于地心坐标系的坐标都是很大的值,这样的值是不太方便进行空间计算的,所以很多时候可以选取一个站心点,将这个很大的值变换成一个较小的值。以图形学的观点来看,地心坐标可以看作是世界坐标,站心坐标可以看作局部坐标。

站心坐标系以一个站心点为坐标原点,当把坐标系定义为X轴指东、Y轴指北,Z轴指天,就是ENU(东北天)站心坐标系。这样,从地心地固坐标系转换成的站心坐标系,就会成为一个符合常人对地理位置认知的局部坐标系。同时,只要站心点位置选的合理(通常可选取地理表达区域的中心点),表达的地理坐标都会是很小的值,非常便于空间计算。

地心地固坐标系(ECEF)与站心坐标系(ENU)的转换-冯金伟博客园注意站心天向(法向量)与赤道面相交不一定会经过球心

2. 原理

令选取的站心点为P,其大地经纬度坐标为((B_p,L_p,H_p)),对应的地心地固坐标系为((X_p,Y_p,Z_p))。地心地固坐标系简称为ECEF,站心坐标系简称为ENU。

2.1. 平移

通过第一节的图可以看出,ENU要转换到ECEF,一个很明显的图形操作是平移变换,将站心移动到地心。根据站心点P在地心坐标系下的坐标((X_p,Y_p,Z_p)),可以很容易推出ENU转到ECEF的平移矩阵:

[T =
egin{bmatrix}
1&0&0&X_p\
0&1&0&Y_p\
0&0&1&Z_p\
0&0&0&1\
end{bmatrix}
]

反推之,ECEF转换到ENU的平移矩阵就是T的逆矩阵:

[T^{-1} =
egin{bmatrix}
1&0&0&-X_p\
0&1&0&-Y_p\
0&0&1&-Z_p\
0&0&0&1\
end{bmatrix}
]

2.2. 旋转

另外一个需要进行的图形变换是旋转变换,其旋转变换矩阵根据P点所在的经度L和纬度B确定。这个旋转变换有点难以理解,需要一定的空间想象能力,但是可以直接给出如下结论:

当从ENU转换到ECEF时,需要先旋转再平移,旋转是先绕X轴旋转((frac{pi}{2}-B)),再绕Z轴旋转((frac{pi}{2}+L))
当从ECEF转换到ENU时,需要先平移再旋转,旋转是先绕Z轴旋转(-(frac{pi}{2}+L)),再绕X轴旋转(-(frac{pi}{2}-B))

根据我在《WebGL简易教程(五):图形变换(模型、视图、投影变换)》提到的旋转变换,绕X轴旋转矩阵为:

[R_x =
egin{bmatrix}
1&0&0&0\
0&cosθ&-sinθ&0\
0&sinθ&cosθ&0\
0&0&0&1\
end{bmatrix}
]

绕Z轴旋转矩阵为:

[R_z =
egin{bmatrix}
cosθ&-sinθ&0&0\
sinθ&cosθ&0&0\
0&0&1&0\
0&0&0&1\
end{bmatrix}
]

从ENU转换到ECEF的旋转矩阵为:

[R = {R_z(frac{pi}{2}+L)}cdot{R_x(frac{pi}{2}-B)}
ag{1}
]

根据三角函数公式:

[sin(π/2+α)=cosα\
sin(π/2-α)=cosα\
cos(π/2+α)=-sinα\
cos(π/2-α)=sinα\
]

有:

[R_z(frac{pi}{2}+L) =
egin{bmatrix}
-sinL&-cosL&0&0\
cosL&-sinL&0&0\
0&0&1&0\
0&0&0&1\
end{bmatrix}
ag{2}
]

[R_x(frac{pi}{2}-B) =
egin{bmatrix}
1&0&0&0\
0&sinB&-cosB&0\
0&cosB&sinB&0\
0&0&0&1\
end{bmatrix}
ag{3}
]

将(2)、(3)带入(1)中,则有:

[R =
egin{bmatrix}
-sinL&-sinBcosL&cosBcosL&0\
cosL&-sinBsinL&cosBsinL&0\
0&cosB&sinB&0\
0&0&0&1\
end{bmatrix}
ag{4}
]

而从ECEF转换到ENU的旋转矩阵为:

[R^{-1} = {R_x(-(frac{pi}{2}-B))} cdot {R_z(-(frac{pi}{2}+L))}
ag{5}
]

旋转矩阵是正交矩阵,根据正交矩阵的性质:正交矩阵的逆矩阵等于其转置矩阵,那么可直接得:

[R^{-1} =
egin{bmatrix}
-sinL&cosL&0&0\
-sinBcosL&-sinBsinL&cosB&0\
cosBcosL&cosBsinL&sinB&0\
0&0&0&1\
end{bmatrix}
ag{6}
]

2.3. 总结

将上述公式展开,可得从ENU转换到ECEF的图形变换矩阵为:

[M = T cdot R =
egin{bmatrix}
1&0&0&X_p\
0&1&0&Y_p\
0&0&1&Z_p\
0&0&0&1\
end{bmatrix}
egin{bmatrix}
-sinL&-sinBcosL&cosBcosL&0\
cosL&-sinBsinL&cosBsinL&0\
0&cosB&sinB&0\
0&0&0&1\
end{bmatrix}
]

而从ECEF转换到ENU的图形变换矩阵为:

[M^{-1} = R^{-1} * T^{-1} =
egin{bmatrix}
-sinL&cosL&0&0\
-sinBcosL&-sinBsinL&cosB&0\
cosBcosL&cosBsinL&sinB&0\
0&0&0&1\
end{bmatrix}
egin{bmatrix}
1&0&0&-X_p\
0&1&0&-Y_p\
0&0&1&-Z_p\
0&0&0&1\
end{bmatrix}
]

3. 实现

接下来用代码实现这个坐标转换,选取一个站心点,以这个站心点为原点,获取某个点在这个站心坐标系下的坐标:

#include <iostream>
#include <eigen3/Eigen/Eigen>

#include <osgEarth/GeoData>

using namespace std;

const double epsilon = 0.000000000000001;
const double pi = 3.14159265358979323846;
const double d2r = pi / 180;
const double r2d = 180 / pi;

const double a = 6378137.0;		//椭球长半轴
const double f_inverse = 298.257223563;			//扁率倒数
const double b = a - a / f_inverse;
//const double b = 6356752.314245;			//椭球短半轴

const double e = sqrt(a * a - b * b) / a;

void Blh2Xyz(double &x, double &y, double &z)
{
	double L = x * d2r;
	double B = y * d2r;
	double H = z;

	double N = a / sqrt(1 - e * e * sin(B) * sin(B));
	x = (N + H) * cos(B) * cos(L);
	y = (N + H) * cos(B) * sin(L);
	z = (N * (1 - e * e) + H) * sin(B);
}

void Xyz2Blh(double &x, double &y, double &z)
{
	double tmpX =  x;
	double temY = y ;
	double temZ = z;

	double curB = 0;
	double N = 0; 
	double calB = atan2(temZ, sqrt(tmpX * tmpX + temY * temY)); 
	
	int counter = 0;
	while (abs(curB - calB) * r2d > epsilon  && counter < 25)
	{
		curB = calB;
		N = a / sqrt(1 - e * e * sin(curB) * sin(curB));
		calB = atan2(temZ + N * e * e * sin(curB), sqrt(tmpX * tmpX + temY * temY));
		counter++;	
	} 	   
	
	x = atan2(temY, tmpX) * r2d;
	y = curB * r2d;
	z = temZ / sin(curB) - N * (1 - e * e);	
}

void TestBLH2XYZ()
{
	//double x = 113.6;
//double y = 38.8;
//double z = 100;	   
//   
//printf("原大地经纬度坐标:%.10lf	%.10lf	%.10lf
", x, y, z);
//Blh2Xyz(x, y, z);

//printf("地心地固直角坐标:%.10lf	%.10lf	%.10lf
", x, y, z);
//Xyz2Blh(x, y, z);
//printf("转回大地经纬度坐标:%.10lf	%.10lf	%.10lf
", x, y, z);

	double x = -2318400.6045575836;
	double y = 4562004.801366804;
	double z = 3794303.054150639;

	//116.9395751953      36.7399177551

	printf("地心地固直角坐标:%.10lf	%.10lf	%.10lf
", x, y, z);
	Xyz2Blh(x, y, z);
	printf("转回大地经纬度坐标:%.10lf	%.10lf	%.10lf
", x, y, z);
}

void CalEcef2Enu(Eigen::Vector3d& topocentricOrigin, Eigen::Matrix4d& resultMat)
{
	double rzAngle = -(topocentricOrigin.x() * d2r + pi / 2);
	Eigen::AngleAxisd rzAngleAxis(rzAngle, Eigen::Vector3d(0, 0, 1));
	Eigen::Matrix3d rZ = rzAngleAxis.matrix();

	double rxAngle = -(pi / 2 - topocentricOrigin.y() * d2r);
	Eigen::AngleAxisd rxAngleAxis(rxAngle, Eigen::Vector3d(1, 0, 0));
	Eigen::Matrix3d rX = rxAngleAxis.matrix();

	Eigen::Matrix4d rotation;
	rotation.setIdentity();
	rotation.block<3, 3>(0, 0) = (rX * rZ);
	//cout << rotation << endl;
				
	double tx = topocentricOrigin.x();
	double ty = topocentricOrigin.y();
	double tz = topocentricOrigin.z();
	Blh2Xyz(tx, ty, tz);
	Eigen::Matrix4d translation;
	translation.setIdentity();
	translation(0, 3) = -tx;
	translation(1, 3) = -ty;
	translation(2, 3) = -tz;
	
	resultMat = rotation * translation;
}

void CalEnu2Ecef(Eigen::Vector3d& topocentricOrigin, Eigen::Matrix4d& resultMat)
{
	double rzAngle = (topocentricOrigin.x() * d2r + pi / 2);
	Eigen::AngleAxisd rzAngleAxis(rzAngle, Eigen::Vector3d(0, 0, 1));
	Eigen::Matrix3d rZ = rzAngleAxis.matrix();

	double rxAngle = (pi / 2 - topocentricOrigin.y() * d2r);
	Eigen::AngleAxisd rxAngleAxis(rxAngle, Eigen::Vector3d(1, 0, 0));
	Eigen::Matrix3d rX = rxAngleAxis.matrix();

	Eigen::Matrix4d rotation;
	rotation.setIdentity();
	rotation.block<3, 3>(0, 0) = (rZ * rX);
	//cout << rotation << endl;

	double tx = topocentricOrigin.x();
	double ty = topocentricOrigin.y();
	double tz = topocentricOrigin.z();
	Blh2Xyz(tx, ty, tz);
	Eigen::Matrix4d translation;
	translation.setIdentity();
	translation(0, 3) = tx;
	translation(1, 3) = ty;
	translation(2, 3) = tz;

	resultMat = translation * rotation;
}

void TestXYZ2ENU()
{
	double L = 116.9395751953;
	double B = 36.7399177551;
	double H = 0;
	   	
	cout << fixed << endl;
	Eigen::Vector3d topocentricOrigin(L, B, H);
	Eigen::Matrix4d wolrd2localMatrix;
	CalEcef2Enu(topocentricOrigin, wolrd2localMatrix);	
	cout << "地心转站心矩阵:" << endl;
	cout << wolrd2localMatrix << endl<<endl;

	cout << "站心转地心矩阵:" << endl;
	Eigen::Matrix4d local2WolrdMatrix;
	CalEnu2Ecef(topocentricOrigin, local2WolrdMatrix);
	cout << local2WolrdMatrix << endl;

	double x = 117;
	double y = 37;
	double z = 10.3;
	Blh2Xyz(x, y, z);

	cout << "ECEF坐标(世界坐标):";
	Eigen::Vector4d xyz(x, y, z, 1);
	cout << xyz << endl;

	cout << "ENU坐标(局部坐标):";
	Eigen::Vector4d enu = wolrd2localMatrix * xyz;
	cout << enu << endl;	
}

void TestOE()
{
	double L = 116.9395751953;
	double B = 36.7399177551;
	double H = 0;

	osgEarth::SpatialReference *spatialReference = osgEarth::SpatialReference::create("epsg:4326");
	osgEarth::GeoPoint centerPoint(spatialReference, L, B, H);

	osg::Matrixd worldToLocal;
	centerPoint.createWorldToLocal(worldToLocal);

	cout << fixed << endl;
	cout << "地心转站心矩阵:" << endl;
	for (int i = 0; i < 4; i++)
	{
		for (int j = 0; j < 4; j++)
		{
			printf("%lf	", worldToLocal.ptr()[j * 4 + i]);
		}
		cout << endl;
	}
	cout << endl;

	osg::Matrixd localToWorld;
	centerPoint.createLocalToWorld(localToWorld);

	cout << "站心转地心矩阵:" << endl;
	for (int i = 0; i < 4; i++)
	{
		for (int j = 0; j < 4; j++)
		{
			printf("%lf	", localToWorld.ptr()[j * 4 + i]);
		}
		cout << endl;
	}
	cout << endl;

	double x = 117;
	double y = 37;
	double z = 10.3;
	osgEarth::GeoPoint geoPoint(spatialReference, x, y, z);

	cout << "ECEF坐标(世界坐标):";
	osg::Vec3d out_world;
	geoPoint.toWorld(out_world);
	cout << out_world.x() <<'	'<< out_world.y() << '	' << out_world.z() << endl;
	   
	cout << "ENU坐标(局部坐标):";
	osg::Vec3d localCoord = worldToLocal.preMult(out_world);
	cout << localCoord.x() << '	' << localCoord.y() << '	' << localCoord.z() << endl;
}

int main()
{
	//TestBLH2XYZ();

	cout << "使用Eigen进行转换实现:" << endl;
	TestXYZ2ENU();

	cout <<"---------------------------------------"<< endl;
	cout << "通过OsgEarth进行验证:" << endl;
	TestOE();
}

这个示例先用Eigen矩阵库,计算了坐标转换需要的矩阵和转换结果;然后通过osgEarth进行了验证,两者的结果基本一致。运行结果如下:
地心地固坐标系(ECEF)与站心坐标系(ENU)的转换-冯金伟博客园

4. 参考

站心坐标系和WGS-84地心地固坐标系相互转换矩阵
Transformations between ECEF and ENU coordinates
GPS经纬度坐标WGS84到东北天坐标系ENU的转换
三维旋转矩阵;东北天坐标系(ENU);地心地固坐标系(ECEF);大地坐标系(Geodetic);经纬度对应圆弧距离