63 lines
1.8 KiB
Matlab
63 lines
1.8 KiB
Matlab
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% TSAMFactorsExample
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% Frank Dellaert, May 2014
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import gtsam.*;
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% noise models
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noisePrior = noiseModel.Diagonal.Sigmas([100; 100; 100]);
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noiseDelta = noiseModel.Isotropic.Sigma(2, 0.1);
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noiseOdom = noiseModel.Diagonal.Sigmas([0.1; 0.1; 0.05]);
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% Example is 2 landmarks 1 and 2, 2 poses 10 and 20, 2 base nodes 100 and 200
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% l1 l2
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% + +
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% - b - p - p - b
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% +---+---+---+
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% True values
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b1 = Pose2(0,0,0);
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b2 = Pose2(2,0,0);
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l1 = Point2(0,1);
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l2 = Point2(2,1);
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% Create a graph
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graph = NonlinearFactorGraph;
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origin = Pose2;
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graph.add(gtsam.PriorFactorPose2(10, origin, noisePrior))
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graph.add(gtsam.PriorFactorPose2(20, origin, noisePrior))
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graph.add(gtsam.PriorFactorPose2(100, origin, noisePrior))
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graph.add(DeltaFactor(10, 1, b1.transform_to(l1), noiseDelta))
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graph.add(DeltaFactor(20, 1, b2.transform_to(l2), noiseDelta))
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graph.add(DeltaFactorBase(100,10, 200,2, b1.transform_to(l2), noiseDelta))
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graph.add(DeltaFactorBase(200,20, 100,1, b2.transform_to(l1), noiseDelta))
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graph.add(OdometryFactorBase(100,10,200,20, Pose2(2,0,0), noiseOdom))
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% Initial values
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initial = Values;
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initial.insert(100,origin);
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initial.insert(10,origin);
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initial.insert(1,l1);
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initial.insert(2,l2);
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initial.insert(20,origin);
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initial.insert(200,origin);
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% optimize
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params = LevenbergMarquardtParams;
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% params.setVerbosity('ERROR');
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optimizer = LevenbergMarquardtOptimizer(graph, initial, params);
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result = optimizer.optimize();
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% Check result
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CHECK('error',result.at(100).equals(b1,1e-5))
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CHECK('error',result.at(10).equals(origin,1e-5))
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CHECK('error',result.at(1).equals(Point2(0,1),1e-5))
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CHECK('error',result.at(2).equals(Point2(0,1),1e-5))
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CHECK('error',result.at(20).equals(origin,1e-5))
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CHECK('error',result.at(200).equals(b2,1e-5))
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% Check error
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CHECK('error',abs(graph.error(result))<1e-9)
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for i=0:7
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CHECK('error',abs(graph.at(i).error(result))<1e-9)
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end
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