Added LocalizationExample
parent
aeeb47d470
commit
03a6317a0c
|
@ -0,0 +1,58 @@
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
% GTSAM Copyright 2010, Georgia Tech Research Corporation,
|
||||||
|
% Atlanta, Georgia 30332-0415
|
||||||
|
% All Rights Reserved
|
||||||
|
% Authors: Frank Dellaert, et al. (see THANKS for the full author list)
|
||||||
|
%
|
||||||
|
% See LICENSE for the license information
|
||||||
|
%
|
||||||
|
% @brief Example of a simple 2D localization example
|
||||||
|
% @author Frank Dellaert
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
|
||||||
|
%% Assumptions
|
||||||
|
% - Robot poses are facing along the X axis (horizontal, to the right in 2D)
|
||||||
|
% - The robot moves 2 meters each step
|
||||||
|
% - The robot is on a grid, moving 2 meters each step
|
||||||
|
|
||||||
|
%% Create the graph (defined in pose2SLAM.h, derived from NonlinearFactorGraph)
|
||||||
|
graph = pose2SLAMGraph;
|
||||||
|
|
||||||
|
%% Add two odometry factors
|
||||||
|
odometry = gtsamPose2(2.0, 0.0, 0.0); % create a measurement for both factors (the same in this case)
|
||||||
|
odometryNoise = gtsamSharedNoiseModel_Sigmas([0.2; 0.2; 0.1]); % 20cm std on x,y, 0.1 rad on theta
|
||||||
|
graph.addOdometry(1, 2, odometry, odometryNoise);
|
||||||
|
graph.addOdometry(2, 3, odometry, odometryNoise);
|
||||||
|
|
||||||
|
%% Add three "GPS" measurements
|
||||||
|
% We use Pose2 Priors here with high variance on theta
|
||||||
|
noiseModel = gtsamSharedNoiseModel_Sigmas([0.1; 0.1; 10]);
|
||||||
|
graph.addPrior(1, gtsamPose2(0.0, 0.0, 0.0), noiseModel);
|
||||||
|
graph.addPrior(2, gtsamPose2(2.0, 0.0, 0.0), noiseModel);
|
||||||
|
graph.addPrior(3, gtsamPose2(4.0, 0.0, 0.0), noiseModel);
|
||||||
|
|
||||||
|
%% print
|
||||||
|
graph.print(sprintf('\nFactor graph:\n'));
|
||||||
|
|
||||||
|
%% Initialize to noisy points
|
||||||
|
initialEstimate = pose2SLAMValues;
|
||||||
|
initialEstimate.insertPose(1, gtsamPose2(0.5, 0.0, 0.2));
|
||||||
|
initialEstimate.insertPose(2, gtsamPose2(2.3, 0.1,-0.2));
|
||||||
|
initialEstimate.insertPose(3, gtsamPose2(4.1, 0.1, 0.1));
|
||||||
|
initialEstimate.print(sprintf('\nInitial estimate:\n '));
|
||||||
|
|
||||||
|
%% Optimize using Levenberg-Marquardt optimization with an ordering from colamd
|
||||||
|
result = graph.optimize(initialEstimate);
|
||||||
|
result.print(sprintf('\nFinal result:\n '));
|
||||||
|
|
||||||
|
%% Plot Covariance Ellipses
|
||||||
|
cla;
|
||||||
|
plot(result.xs(),result.ys(),'k*-'); hold on
|
||||||
|
marginals = graph.marginals(result);
|
||||||
|
for i=1:result.size()
|
||||||
|
pose_i = result.pose(i);
|
||||||
|
P{i}=marginals.marginalCovariance(i);
|
||||||
|
plotPose2(pose_i,'g',P{i})
|
||||||
|
end
|
||||||
|
axis([-0.6 4.8 -1 1])
|
||||||
|
axis equal
|
|
@ -52,4 +52,5 @@ for i=1:result.size()
|
||||||
P{i}=marginals.marginalCovariance(i);
|
P{i}=marginals.marginalCovariance(i);
|
||||||
plotPose2(pose_i,'g',P{i})
|
plotPose2(pose_i,'g',P{i})
|
||||||
end
|
end
|
||||||
|
axis([-0.6 4.8 -1 1])
|
||||||
axis equal
|
axis equal
|
||||||
|
|
Binary file not shown.
|
@ -57,11 +57,6 @@ handles.output = hObject;
|
||||||
% Update handles structure
|
% Update handles structure
|
||||||
guidata(hObject, handles);
|
guidata(hObject, handles);
|
||||||
|
|
||||||
% This sets up the initial plot - only do when we are invisible
|
|
||||||
% so window can get raised using gtsamExamples.
|
|
||||||
if strcmp(get(hObject,'Visible'),'off')
|
|
||||||
plot(rand(5));
|
|
||||||
end
|
|
||||||
|
|
||||||
% --- Outputs from this function are returned to the command line.
|
% --- Outputs from this function are returned to the command line.
|
||||||
function varargout = gtsamExamples_OutputFcn(hObject, eventdata, handles)
|
function varargout = gtsamExamples_OutputFcn(hObject, eventdata, handles)
|
||||||
|
@ -96,7 +91,10 @@ echo off
|
||||||
|
|
||||||
% --- Executes on button press in Localization.
|
% --- Executes on button press in Localization.
|
||||||
function Localization_Callback(hObject, eventdata, handles)
|
function Localization_Callback(hObject, eventdata, handles)
|
||||||
fprintf(1,'LocalizationExample not implemented yet\n');
|
axes(handles.axes3);
|
||||||
|
echo on
|
||||||
|
LocalizationExample;
|
||||||
|
echo off
|
||||||
|
|
||||||
% --- Executes on button press in Pose2SLAM.
|
% --- Executes on button press in Pose2SLAM.
|
||||||
function Pose2SLAM_Callback(hObject, eventdata, handles)
|
function Pose2SLAM_Callback(hObject, eventdata, handles)
|
||||||
|
|
Loading…
Reference in New Issue