VectorFieldNonconservative.cpp

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/* Authors: Caleb Voss, Wilson Beebe */
 
#include <fstream>
 
#include <ompl/base/StateSpace.h>
#include <ompl/base/objectives/VFUpstreamCriterionOptimizationObjective.h>
#include <ompl/base/spaces/RealVectorStateSpace.h>
#include <ompl/geometric/planners/rrt/RRTstar.h>
#include <ompl/geometric/planners/rrt/VFRRT.h>
#include <ompl/geometric/SimpleSetup.h>
 
namespace ob = ompl::base;
namespace og = ompl::geometric;

Eigen::VectorXd field(const ob::State *state)
{
    const ob::RealVectorStateSpace::StateType &x = *state->as<ob::RealVectorStateSpace::StateType>();
    Eigen::VectorXd v(2);
    v[0] = x[1];
    v[1] = -x[0];
    v.normalize();
    return v;
}
 
int main(int, char **)
{
    // construct the state space we are planning in
    auto space(std::make_shared<ob::RealVectorStateSpace>(2));
    auto si(std::make_shared<ob::SpaceInformation>(space));
 
    ob::RealVectorBounds bounds(2);
    bounds.setLow(-10);
    bounds.setHigh(10);
 
    space->as<ob::RealVectorStateSpace>()->setBounds(bounds);
 
    // define a simple setup class
    og::SimpleSetup ss(space);
 
    // set state validity checking for this space
    ss.setStateValidityChecker(std::make_shared<ob::AllValidStateValidityChecker>(si));
 
    // create a start state
    ob::ScopedState<> start(space);
    start[0] = -5;
    start[1] = -2;
 
    // create a goal state
    ob::ScopedState<> goal(space);
    goal[0] = 5;
    goal[1] = 2;
 
    // set the start and goal states
    ss.setStartAndGoalStates(start, goal, 0.1);
 
    // initialize the planner
    double explorationSetting = 0.7;
    double lambda = 1;
    unsigned int update_freq = 100;
    ss.setPlanner(
        std::make_shared<og::VFRRT>(ss.getSpaceInformation(), field, explorationSetting, lambda, update_freq));
    ss.setup();
 
    // attempt to solve the problem
    ob::PlannerStatus solved = ss.solve(10.0);
 
    if (solved)
    {
        if (solved == ob::PlannerStatus::EXACT_SOLUTION)
            std::cout << "Found solution.\n";
        else
            std::cout << "Found approximate solution.\n";
 
        // Set up to write the path
        std::ofstream f("vfrrt-nonconservative.path");
        ompl::geometric::PathGeometric p = ss.getSolutionPath();
        p.interpolate();
        auto upstream(std::make_shared<ob::VFUpstreamCriterionOptimizationObjective>(ss.getSpaceInformation(), field));
        p.printAsMatrix(f);
        std::cout << "Total upstream cost: " << p.cost(upstream) << "\n";
    }
    else
        std::cout << "No solution found.\n";
 
    return 0;
}