gtsam/tests/testOccupancyGrid.cpp

192 lines
4.8 KiB
C++

/**
* @file testOccupancyGrid.cpp
* @date May 14, 2012
* @author Brian Peasley
* @author Frank Dellaert
*/
#include <gtsam/discrete/DiscreteFactorGraph.h>
#include <gtsam/geometry/Pose2.h>
#include <CppUnitLite/TestHarness.h>
#include <stdlib.h>
#include <math.h>
using namespace std;
using namespace gtsam;
/**
* Point Class
* @brief simple class that holds x,y,z coordinates
*/
/*class Point{
public:
double x,y,z;
};*/
/**
* Laser Factor
* @brief factor that encodes a laser measurements likelihood.
*/
class LaserFactor : public DiscreteFactor{
public:
///constructor
LaserFactor(){
}
/// Find value for given assignment of values to variables
/// return 1000 if any of the non-last cell is occupied and 1 otherwise
/// Values contains all occupancy values (0 or 1)
virtual double operator()(const Values&) const{
return 0;
}
/// Multiply in a DecisionTreeFactor and return the result as DecisionTreeFactor
virtual DecisionTreeFactor operator*(const DecisionTreeFactor&) const{
throw runtime_error("operator DecisionTreeFactor not implemented");
}
virtual operator DecisionTreeFactor() const{
throw runtime_error("operator DecisionTreeFactor not implemented");
}
};
/**
* OccupancyGrid Class
* An occupancy grid is just a factor graph.
* Every cell in the occupancy grid is a variable in the factor graph.
* Measurements will create factors, as well as the prior.
*/
class OccupancyGrid : public DiscreteFactorGraph {
private:
//bool *m_grid; //array of boolean that denotes if cell is occupied or free
//Point *m_location; //location of each cell
int m_width; //number of cells wide the grid is
int m_height; //number of cells tall the grid is
double m_res; //the resolution at which the grid is created
public:
///constructor
///Creates a 2d grid of cells with the origin in the center of the grid
OccupancyGrid(double width, double height, double resolution){
m_width = width/resolution;
m_height = height/resolution;
m_res = resolution;
/*m_grid = (bool *)malloc(cellCount()*sizeof(bool));
m_location = (Point *)malloc(cellCount()*sizeof(Point));
for(int i = 0; i < cellCount(); i++){
m_grid[i] = false;
m_location[i].x = (i%m_width)*resolution - width/2.0;
m_location[i].y = (i/m_width)*resolution - height/2.0;
}*/
}
///add a prior
void addPrior(Index cell, double prior){
size_t numStates = 2;
DiscreteKey key(cell, numStates);
//add a factor
vector<double> table(2);
table[0] = 1-prior;
table[1] = prior;
add(key, table);
}
///add a laser measurement
void addLaser(const Pose2 &pose, double range){
//ray trace from pose to range to find all cells the laser passes through
double x = pose.x(); //start position of the laser
double y = pose.y();
double step = m_res/8.0; //amount to step in each iteration of laser traversal
int index;
vector<int> cells; //ordered vector that contain the indicis of all cells hit by the laser
//traverse laser
for(double i = 0; i < range; i += step){
//get point on laser
x = pose.x() + i*cos(pose.theta());
y = pose.y() + i*sin(pose.theta());
//get the index of the cell that holds point (x,y)
index = cellLookup(x,y);
//add cell to list of cells if it is new
if(i == 0 || index != cells[cells.size()-1])
cells.push_back(index);
}
for(int i = 0; i < cells.size(); i++)
printf("%d,",cells[i]);
//add a factor that connects all those cells
push_back(boost::make_shared<LaserFactor>());
}
/// returns the number of cells in the grid
int cellCount() const {
return m_width*m_height;
}
/// returns the index of the cell in which point (x,y) lies.
int cellLookup(double x, double y) const {
//move (x,y) to the nearest resolution
x *= (1.0/m_res);
y *= (1.0/m_res);
//round to nearest integer
x = (double)((int)x);
y = (double)((int)y);
//determine index
x += m_width/2;
y = m_height/2 - y;
//bounds checking
int index = (int)(y*m_width + x);
index = index >= m_width*m_height ? -1 : index;
return index;
}
};
/* ************************************************************************* */
TEST_UNSAFE( OccupancyGrid, Test1) {
//Build a small grid and test optimization
//Build small grid
double width = 3; //meters
double height = 2; //meters
double resolution = 0.5; //meters
OccupancyGrid occupancyGrid(width, height, resolution); //default center to middle
//Add measurements
Pose2 pose(0,0,0);
double range = 1.0;
occupancyGrid.addPrior(0, 0.7);
EXPECT_LONGS_EQUAL(1, occupancyGrid.size());
occupancyGrid.addLaser(pose, range);
EXPECT_LONGS_EQUAL(2, occupancyGrid.size());
//run MCMC
}
/* ************************************************************************* */
int main() {
TestResult tr;
return TestRegistry::runAllTests(tr);
}
/* ************************************************************************* */