Added plotting of sigmoid sensor parameters
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<?xml version="1.0" encoding="UTF-8"?>
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<Info>
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<Category UUID="FileClassCategory">
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<Label UUID="design"/>
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</Category>
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</Info>
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<?xml version="1.0" encoding="UTF-8"?>
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<Info location="plotParameters.m" type="File"/>
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<?xml version="1.0" encoding="UTF-8"?>
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<Info>
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<Category UUID="FileClassCategory">
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<Label UUID="design"/>
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</Category>
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</Info>
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<?xml version="1.0" encoding="UTF-8"?>
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<Info location="tiltMembership.m" type="File"/>
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<?xml version="1.0" encoding="UTF-8"?>
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<Info>
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<Category UUID="FileClassCategory">
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<Label UUID="design"/>
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</Category>
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</Info>
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<?xml version="1.0" encoding="UTF-8"?>
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<Info location="distanceMembership.m" type="File"/>
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10
sensingModels/@sigmoidSensor/distanceMembership.m
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10
sensingModels/@sigmoidSensor/distanceMembership.m
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function x = distanceMembership(obj, d)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'sigmoidSensor')};
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d (:, 1) double;
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end
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arguments (Output)
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x (:, 1) double;
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end
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x = 1 - (1 ./ (1 + exp(-obj.betaDist .* (abs(d) - obj.alphaDist))));
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end
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44
sensingModels/@sigmoidSensor/plotParameters.m
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44
sensingModels/@sigmoidSensor/plotParameters.m
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function f = plotParameters(obj)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'sigmoidSensor')};
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end
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arguments (Output)
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f (1, 1) {mustBeA(f, 'matlab.ui.Figure')};
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end
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% Distance and tilt sample points
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d = 0:(obj.alphaDist / 100):(2*obj.alphaDist);
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t = -90:1:90;
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% Sample membership functions
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d_x = obj.distanceMembership(d);
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t_x = obj.tiltMembership(deg2rad(t));
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% Plot resultant sigmoid curves
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f = figure;
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tiledlayout(f, 2, 1, "TileSpacing", "tight", "Padding", "compact");
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% Distance
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nexttile(1, [1, 1]);
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grid(f.Children(1).Children(1), "on");
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title(f.Children(1).Children(1), "Distance Membership Sigmoid");
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xlabel(f.Children(1).Children(1), "Distance (m)");
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ylabel(f.Children(1).Children(1), "Membership");
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hold(f.Children(1).Children(1), 'on');
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plot(f.Children(1).Children(1), d, d_x, 'LineWidth', 2);
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hold(f.Children(1).Children(1), 'off');
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ylim([0, 1]);
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% Tilt
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nexttile(2, [1, 1]);
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grid(f.Children(1).Children(1), "on");
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title(f.Children(1).Children(1), "Tilt Membership Sigmoid");
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xlabel(f.Children(1).Children(1), "Tilt (deg)");
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ylabel(f.Children(1).Children(1), "Membership");
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hold(f.Children(1).Children(1), 'on');
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plot(f.Children(1).Children(1), t, t_x, 'LineWidth', 2);
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hold(f.Children(1).Children(1), 'off');
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keyboard
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end
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@@ -15,9 +15,8 @@ function value = sensorPerformance(obj, agentPos, agentPan, agentTilt, targetPos
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tiltAngle = atan2(targetPos(:, 3) - agentPos(3), x) - agentTilt;
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tiltAngle = atan2(targetPos(:, 3) - agentPos(3), x) - agentTilt;
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% Membership functions
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% Membership functions
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mu_d = 1 - (1 ./ (1 + exp(-obj.betaDist .* (d - obj.alphaDist)))); % distance
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mu_d = obj.distanceMembership(d);
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mu_p = 1; % pan
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mu_t = obj.tiltMembership(tiltAngle);
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mu_t = (1 ./ (1 + exp(-obj.betaTilt .* (tiltAngle + obj.alphaTilt)))) - (1 ./ (1 + exp(-obj.betaTilt .* (tiltAngle - obj.alphaTilt)))); % tilt
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value = mu_d .* mu_p .* mu_t;
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value = mu_d .* mu_t; % assume pan membership is always 1
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end
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end
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@@ -13,5 +13,10 @@ classdef sigmoidSensor
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[obj] = initialize(obj, alphaDist, betaDist, alphaPan, betaPan, alphaTilt, betaTilt);
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[obj] = initialize(obj, alphaDist, betaDist, alphaPan, betaPan, alphaTilt, betaTilt);
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[values, positions] = sense(obj, agent, sensingObjective, domain, partitioning);
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[values, positions] = sense(obj, agent, sensingObjective, domain, partitioning);
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[value] = sensorPerformance(obj, agentPos, agentPan, agentTilt, targetPos);
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[value] = sensorPerformance(obj, agentPos, agentPan, agentTilt, targetPos);
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plotParameters(obj);
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end
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methods (Access = private)
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x = distanceMembership(obj, d);
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x = tiltMembership(obj, t);
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end
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end
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end
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end
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10
sensingModels/@sigmoidSensor/tiltMembership.m
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10
sensingModels/@sigmoidSensor/tiltMembership.m
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function x = tiltMembership(obj, t)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'sigmoidSensor')};
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t (:, 1) double;
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end
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arguments (Output)
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x (:, 1) double;
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end
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x = (1 ./ (1 + exp(-obj.betaTilt .* (t + obj.alphaTilt)))) - (1 ./ (1 + exp(-obj.betaTilt .* (t - obj.alphaTilt))));
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end
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@@ -34,6 +34,9 @@ classdef test_sigmoidSensor < matlab.unittest.TestCase
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alphaTilt = deg2rad(15);
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alphaTilt = deg2rad(15);
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betaTilt = 3;
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betaTilt = 3;
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tc.testClass = tc.testClass.initialize(alphaDist, betaDist, NaN, NaN, alphaTilt, betaTilt);
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tc.testClass = tc.testClass.initialize(alphaDist, betaDist, NaN, NaN, alphaTilt, betaTilt);
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% Plot
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tc.testClass.plotParameters();
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% Performance at current position should be maximized (1)
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% Performance at current position should be maximized (1)
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% some wiggle room is needed for certain parameter conditions,
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% some wiggle room is needed for certain parameter conditions,
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