protected objective from domain edges
This commit is contained in:
2
agent.m
2
agent.m
@@ -23,7 +23,7 @@ classdef agent
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pos (1, 3) double;
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vel (1, 3) double;
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cBfromC (3, 3) double {mustBeDcm};
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collisionGeometry (1, 1) {mustBeConstraintGeometries};
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collisionGeometry (1, 1) {mustBeGeometry};
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index (1, 1) double = NaN;
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label (1, 1) string = "";
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end
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@@ -1,5 +1,5 @@
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classdef rectangularPrismConstraint
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% Rectangular prism constraint geometry
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classdef rectangularPrism
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% Rectangular prism geometry
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properties (SetAccess = private, GetAccess = public)
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tag = REGION_TYPE.INVALID;
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label = "";
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@@ -19,13 +19,13 @@ classdef rectangularPrismConstraint
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methods (Access = public)
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function obj = initialize(obj, bounds, tag, label)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'rectangularPrismConstraint')};
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obj (1, 1) {mustBeA(obj, 'rectangularPrism')};
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bounds (2, 3) double;
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tag (1, 1) REGION_TYPE = REGION_TYPE.INVALID;
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label (1, 1) string = "";
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end
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arguments (Output)
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obj (1, 1) {mustBeA(obj, 'rectangularPrismConstraint')};
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obj (1, 1) {mustBeA(obj, 'rectangularPrism')};
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end
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obj.tag = tag;
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@@ -59,26 +59,62 @@ classdef rectangularPrismConstraint
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end
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function r = random(obj)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'rectangularPrismConstraint')};
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obj (1, 1) {mustBeA(obj, 'rectangularPrism')};
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end
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arguments (Output)
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r (1, 3) double
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end
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r = (obj.vertices(1, 1:3) + rand(1, 3) .* obj.vertices(8, 1:3) - obj.vertices(1, 1:3))';
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end
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function d = distance(obj, pos)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'rectangularPrism')};
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pos (:, 3) double;
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end
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arguments (Output)
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d (:, 1) double
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end
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cPos = NaN(1, 3);
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for ii = 1:3
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if pos(ii) < obj.minCorner(ii)
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cPos(ii) = obj.minCorner(ii);
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elseif pos(ii) > obj.maxCorner(ii)
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cPos(ii) = obj.maxCorner(ii);
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else
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cPos(ii) = pos(ii);
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end
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end
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d = norm(cPos - pos);
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end
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function d = interiorDistance(obj, pos)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'rectangularPrism')};
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pos (:, 3) double;
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end
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arguments (Output)
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d (:, 1) double
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end
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% find minimum distance to any face
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d = min([pos(1) - obj.minCorner(1), ...
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pos(2) - obj.minCorner(2), ...
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pos(3) - obj.minCorner(3), ...
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obj.maxCorner(1) - pos(1), ...
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obj.maxCorner(2) - pos(2), ...
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obj.maxCorner(3) - pos(3)]);
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end
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function c = contains(obj, pos)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'rectangularPrismConstraint')};
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obj (1, 1) {mustBeA(obj, 'rectangularPrism')};
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pos (:, 3) double;
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end
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arguments (Output)
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c (:, 1) logical
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end
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c = all(pos >= repmat(obj.minCorner, size(pos, 2), 1), 2) & all(pos <= repmat(obj.maxCorner, size(pos, 2), 1), 2);
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c = all(pos >= repmat(obj.minCorner, size(pos, 1), 1), 2) & all(pos <= repmat(obj.maxCorner, size(pos, 1), 1), 2);
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end
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function f = plotWireframe(obj, f)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'rectangularPrismConstraint')};
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obj (1, 1) {mustBeA(obj, 'rectangularPrism')};
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f (1, 1) {mustBeA(f, 'matlab.ui.Figure')} = figure;
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end
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arguments (Output)
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@@ -97,7 +133,7 @@ classdef rectangularPrismConstraint
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Y = [obj.vertices(edges(:,1),2), obj.vertices(edges(:,2),2)]';
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Z = [obj.vertices(edges(:,1),3), obj.vertices(edges(:,2),3)]';
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% Plot the boundaries of the constraint geometry
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% Plot the boundaries of the geometry
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hold(f.CurrentAxes, "on");
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plot3(X, Y, Z, '-', 'Color', obj.tag.color, 'LineWidth', 2);
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hold(f.CurrentAxes, "off");
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14
miSim.m
14
miSim.m
@@ -3,20 +3,20 @@ classdef miSim
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% Simulation parameters
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properties (SetAccess = private, GetAccess = public)
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domain = rectangularPrismConstraint;
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domain = rectangularPrism;
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objective = sensingObjective;
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constraintGeometries = cell(0, 1); % geometries that define constraints within the domain
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obstacles = cell(0, 1); % geometries that define obstacles within the domain
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agents = cell(0, 1); % agents that move within the domain
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end
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methods (Access = public)
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function obj = initialize(obj, domain, objective, agents, constraintGeometries)
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function obj = initialize(obj, domain, objective, agents, obstacles)
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arguments (Input)
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obj (1, 1) {mustBeA(obj, 'miSim')};
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domain (1, 1) {mustBeConstraintGeometries};
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domain (1, 1) {mustBeGeometry};
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objective (1, 1) {mustBeA(objective, 'sensingObjective')};
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agents (:, 1) cell {mustBeAgents};
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constraintGeometries (:, 1) cell {mustBeConstraintGeometries} = cell(0, 1);
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obstacles (:, 1) cell {mustBeGeometry} = cell(0, 1);
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end
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arguments (Output)
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obj (1, 1) {mustBeA(obj, 'miSim')};
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@@ -25,8 +25,8 @@ classdef miSim
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%% Define domain
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obj.domain = domain;
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%% Add constraint geometries against the domain
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obj.constraintGeometries = constraintGeometries;
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%% Add geometries representing obstacles within the domain
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obj.obstacles = obstacles;
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%% Define objective
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obj.objective = objective;
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@@ -1,2 +0,0 @@
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<?xml version="1.0" encoding="UTF-8"?>
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<Info location="mustBeConstraintGeometries.m" type="File"/>
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@@ -0,0 +1,2 @@
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<?xml version="1.0" encoding="UTF-8"?>
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<Info location="mustBeGeometry.m" type="File"/>
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@@ -0,0 +1,2 @@
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<?xml version="1.0" encoding="UTF-8"?>
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<Info location="rectangularPrism.m" type="File"/>
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@@ -1,2 +0,0 @@
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<?xml version="1.0" encoding="UTF-8"?>
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<Info location="rectangularPrismConstraint.m" type="File"/>
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60
test_miSim.m
60
test_miSim.m
@@ -2,16 +2,19 @@ classdef test_miSim < matlab.unittest.TestCase
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properties (Access = private)
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testClass = miSim;
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% Domain
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domain = rectangularPrismConstraint;
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domain = rectangularPrism;
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% Obstacles
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constraintGeometries = cell(1, 0);
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minNumObstacles = 1;
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maxNumObstacles = 3;
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obstacles = cell(1, 0);
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minObstacleDimension = 1;
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% Objective
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objective = sensingObjective;
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objectiveFunction = @(x, y) 0;
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objectiveDiscretizationStep = 0.01;
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protectedRange = 1;
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% Agents
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minAgents = 3;
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@@ -31,15 +34,20 @@ classdef test_miSim < matlab.unittest.TestCase
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methods (TestMethodSetup)
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% Generate a random domain
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function tc = setDomain(tc)
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% random integer-sized domain within [-10, 10] in all dimensions
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% random integer-sized domain ranging from [0, 5] to [0, 25] in all dimensions
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L = ceil(5 + rand * 10 + rand * 10);
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tc.domain = tc.domain.initialize([zeros(1, 3); L * ones(1, 3)], REGION_TYPE.DOMAIN, "Domain");
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end
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% Generate a random sensing objective within that domain
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function tc = setSensingObjective(tc)
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mu = tc.domain.random();
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sig = [3, 1; 1, 4];
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tc.objectiveFunction = @(x, y) mvnpdf([x(:), y(:)], mu(1, 1:2), sig);
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mu = tc.domain.minCorner;
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while tc.domain.interiorDistance(mu) < tc.protectedRange
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mu = tc.domain.random();
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end
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mu(3) = 0;
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assert(tc.domain.contains(mu));
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sig = [2 + rand * 2, 1; 1, 2 + rand * 2];
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tc.objectiveFunction = @(x, y) mvnpdf([x(:), y(:)], mu(1:2), sig);
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tc.objective = tc.objective.initialize(tc.objectiveFunction, tc.domain.footprint, tc.domain.minCorner(3), tc.objectiveDiscretizationStep);
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end
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% Instantiate agents, they will be initialized under different
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@@ -55,15 +63,14 @@ classdef test_miSim < matlab.unittest.TestCase
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methods (Test)
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% Test methods
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function misim_initialization(tc)
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% randomly create 2-3 constraint geometries
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nGeom = 1 + randi(2);
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tc.constraintGeometries = cell(nGeom, 1);
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for ii = 1:size(tc.constraintGeometries, 1)
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% Instantiate a rectangular prism constraint that spans the
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% domain's height
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tc.constraintGeometries{ii, 1} = rectangularPrismConstraint;
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% randomly create 2-3 obstacles
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nGeom = tc.minNumObstacles + randi(tc.maxNumObstacles - tc.minNumObstacles);
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tc.obstacles = cell(nGeom, 1);
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for ii = 1:size(tc.obstacles, 1)
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% Instantiate a rectangular prism obstacle
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tc.obstacles{ii, 1} = rectangularPrism;
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% Randomly come up with constraint geometries until they
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% Randomly come up with dimensions until they
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% fit within the domain
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candidateMinCorner = [-Inf(1, 2), 0];
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candidateMaxCorner = Inf(1, 3);
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@@ -71,7 +78,8 @@ classdef test_miSim < matlab.unittest.TestCase
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% make sure obstacles are not too small in any dimension
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tooSmall = true;
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while tooSmall
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% make sure the obstacles don't contain the sensing objective
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% make sure the obstacles don't contain the sensing
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% objective or encroach on it too much
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obstructs = true;
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while obstructs
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@@ -105,12 +113,13 @@ classdef test_miSim < matlab.unittest.TestCase
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candidateMinCorner(isinf(candidateMinCorner)) = tc.domain.minCorner(isinf(candidateMinCorner));
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candidateMaxCorner(isinf(candidateMaxCorner)) = tc.domain.maxCorner(isinf(candidateMaxCorner));
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% Initialize constraint geometry
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tc.constraintGeometries{ii} = tc.constraintGeometries{ii}.initialize([candidateMinCorner; candidateMaxCorner], REGION_TYPE.OBSTACLE, sprintf("Column obstacle %d", ii));
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% Initialize obstacle geometry
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tc.obstacles{ii} = tc.obstacles{ii}.initialize([candidateMinCorner; candidateMaxCorner], REGION_TYPE.OBSTACLE, sprintf("Column obstacle %d", ii));
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end
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% Repeat this until a connected set of agent initial conditions
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% is found by random chance
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nIter = 0;
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connected = false;
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while ~connected
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% Randomly place agents in the domain
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@@ -127,13 +136,13 @@ classdef test_miSim < matlab.unittest.TestCase
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boringInit = false;
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end
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end
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candidateGeometry = rectangularPrismConstraint;
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candidateGeometry = rectangularPrism;
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tc.agents{ii} = tc.agents{ii}.initialize(candidatePos, zeros(1, 3), eye(3), candidateGeometry.initialize([candidatePos - tc.collisionRanges(ii) * ones(1, 3); candidatePos + tc.collisionRanges(ii) * ones(1, 3)], REGION_TYPE.COLLISION, sprintf("Agent %d collision volume", ii)), ii, sprintf("Agent %d", ii));
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% Check obstacles to confirm that none are violated
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for jj = 1:size(tc.constraintGeometries, 1)
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for jj = 1:size(tc.obstacles, 1)
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inside = false;
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if tc.constraintGeometries{jj, 1}.contains(tc.agents{ii, 1}.pos)
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if tc.obstacles{jj, 1}.contains(tc.agents{ii, 1}.pos)
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% Found a violation, stop checking
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inside = true;
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break;
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@@ -146,7 +155,7 @@ classdef test_miSim < matlab.unittest.TestCase
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end
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% Create a collision geometry for this agent
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candidateGeometry = rectangularPrismConstraint;
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candidateGeometry = rectangularPrism;
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candidateGeometry = candidateGeometry.initialize([tc.agents{ii}.pos - 0.1 * ones(1, 3); tc.agents{ii}.pos + 0.1 * ones(1, 3)], REGION_TYPE.COLLISION, sprintf("Agent %d collision volume", ii));
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% Check previously placed agents for collisions
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@@ -190,10 +199,11 @@ classdef test_miSim < matlab.unittest.TestCase
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% Check connectivity
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G = graph(adjacency);
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connected = all(conncomp(G) == 1);
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nIter = nIter + 1;
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end
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% Initialize the simulation
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tc.testClass = tc.testClass.initialize(tc.domain, tc.objective, tc.agents, tc.constraintGeometries);
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tc.testClass = tc.testClass.initialize(tc.domain, tc.objective, tc.agents, tc.obstacles);
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% Plot domain
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f = tc.testClass.domain.plotWireframe;
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@@ -203,9 +213,9 @@ classdef test_miSim < matlab.unittest.TestCase
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ylim([tc.testClass.domain.minCorner(2) - 0.5, tc.testClass.domain.maxCorner(2) + 0.5]);
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zlim([tc.testClass.domain.minCorner(3) - 0.5, tc.testClass.domain.maxCorner(3) + 0.5]);
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% Plot constraint geometries
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for ii = 1:size(tc.testClass.constraintGeometries, 1)
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tc.testClass.constraintGeometries{ii, 1}.plotWireframe(f);
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% Plot obstacles
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for ii = 1:size(tc.testClass.obstacles, 1)
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tc.testClass.obstacles{ii, 1}.plotWireframe(f);
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end
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% Plot objective gradient
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@@ -1,10 +0,0 @@
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function mustBeConstraintGeometries(constraintGeometry)
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validGeometries = ["rectangularPrismConstraint";];
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if isa(constraintGeometry, 'cell')
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for ii = 1:size(constraintGeometry, 1)
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assert(isa(constraintGeometry{ii}, validGeometries), "Constraint geometry in index %d is not a valid constraint geometry class", ii);
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end
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else
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assert(isa(constraintGeometry, validGeometries), "Constraint geometry is not a valid constraint geometry class");
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end
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end
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10
validators/mustBeGeometry.m
Normal file
10
validators/mustBeGeometry.m
Normal file
@@ -0,0 +1,10 @@
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function mustBeGeometry(geometry)
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validGeometries = ["rectangularPrism";];
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if isa(geometry, 'cell')
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for ii = 1:size(geometry, 1)
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assert(isa(geometry{ii}, validGeometries), "Geometry in index %d is not a valid geometry class", ii);
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end
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else
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assert(isa(geometry, validGeometries), "Geometry is not a valid geometry class");
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end
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end
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