Compute pose graph edge residual errors
Optimize a pose graph based on the nodes and edge constraints. Trim loop closed based on their edge residual errors.
Load the data set that contains a 2-D pose graph. Inspect the
poseGraph object to view the number of nodes and loop closures.
load grid-2d-posegraph.mat pg disp(pg)
poseGraph with properties: NumNodes: 120 NumEdges: 193 NumLoopClosureEdges: 74 LoopClosureEdgeIDs: [120 121 122 123 124 125 126 127 128 129 130 ... ] LandmarkNodeIDs: [1x0 double]
Plot the pose graph with IDs off. Red lines indicate loop closures identified in the dataset. The poses in the graph should follow a grid pattern, but show evidence of drift over time.
show(pg,'IDs','off'); title('Original Pose Graph')
Optimize the pose grap using the
optimizePoseGraph function. By default, this function uses the
"builtin-trust-region" solver. Because the pose graph contains some bad loop closures, the resulting pose graph is actual not desirable.
pgOptim = optimizePoseGraph(pg); figure; show(pgOptim);
Look at the edge residual errors for the original pose graph. Large outlier error values at the end indicate bad loop closures.
resErrorVec = edgeResidualErrors(pg); plot(resErrorVec); title('Edge Residual Errors by Edge ID')
Certain loop closures should be trimmed from the pose graph based on their residual error. Use the
trimLoopClosures function to trim therse bad loop closures. Set the maximum and truncation threshold for the trimmer parameters. This threshold is set based on the measurement accuracy and should be tuned for your system.
trimParams.MaxIterations = 100; trimParams.TruncationThreshold = 25; solverOptions = poseGraphSolverOptions;
trimLoopClosures function with the trimmer parameters and solver options.
[pgNew, trimInfo, debugInfo] = trimLoopClosures(pg,trimParams,solverOptions);
trimInfo output, plot the loop closures removed from the optimized pose graph. By plotting with the residual errors plot before, you can see the large error loop closures were removed.
removedLCs = trimInfo.LoopClosuresToRemove; hold on plot(removedLCs,zeros(length(removedLCs)),'or') title('Edge Residual Errors and Removed Loop Closures') legend('Residual Errors', 'Removed Loop Closures') xlabel('Edge IDs') ylabel('Edge Residual Error') hold off
Show the new pose graph with the bad loop closures trimmed.
resErrorVec— Edge residual errors for pose graph
Edge residual errors for pose graph, specified as a vector of positive scalars.
Use this syntax when constructing
poseGraph3D objects for code generation:
poseGraph = poseGraph('MaxNumEdges',maxEdges,'MaxNumNodes',maxNodes)
specifies an upper bound on the number of edges and nodes allowed in the pose graph when
generating code. This limit is only required when generating code.