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ResultsAnalysis.m
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251 lines (209 loc) · 11.5 KB
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classdef ResultsAnalysis
properties (SetAccess = private)
set_simulations
num_simulations
legends
xlabel_value
color_simulations
standard_subtitles = {'\textbf{(a)}', '\textbf{(b)}', '\textbf{(c)}', '\textbf{(d)}', '\textbf{(e)}', '\textbf{(f)}'};
norms = struct;
num_samples
print_settings = struct;
line_width = 1.5;
line_width_ref = 1.5;
ylabel_size = 14;
xlabel_size = 14;
title_size = 13;
legend_size = 12;
size_figure = struct('width', 20, 'height', 20);
end
methods
function obj = ResultsAnalysis(set_simulations, colors, print_settings)
if nargin < 3
print_settings = struct;
print_settings.save = false;
print_settings.path = '';
print_settings.code = '';
end
obj.set_simulations = set_simulations;
obj.num_simulations = length(set_simulations);
obj.num_samples = length(obj.set_simulations(1).time_array);
% Compute norms
obj = obj.computeNorms();
% For plotting
obj.legends = cell(1, obj.num_simulations);
for i = 1:obj.num_simulations
obj.legends{i} = obj.set_simulations(i).name;
end
obj.color_simulations = colors;
obj.xlabel_value = 'Time [s]';
obj.print_settings = print_settings;
end
function showNormComparison(obj)
figure(units = "centimeters", Position = [0, 0, obj.size_figure.width, obj.size_figure.height]);
% Show the control norm
subplot(3,1,1);
hold on;
grid minor;
for i = 1:obj.num_simulations
plot(obj.set_simulations(i).time_array, vecnorm(obj.set_simulations(i).torque_array)', 'Color', obj.color_simulations(i), 'LineWidth', obj.line_width);
end
legendhandle = legend(obj.legends,'interpreter','latex','Location','northoutside','Orientation','horizontal');
xhandle = xlabel(obj.xlabel_value,'interpreter','latex');
yhandle = ylabel('Torques norm [N$\cdot$m]','interpreter','latex');
title_handle = title(obj.standard_subtitles(1),'interpreter','latex');
set(xhandle, 'FontSize', obj.xlabel_size);
set(yhandle, 'FontSize', obj.ylabel_size);
set(title_handle, 'FontSize', obj.title_size);
set(legendhandle, 'FontSize', obj.legend_size);
% Show the error norm
subplot(3,1,2);
hold on;
grid minor;
for i = 1:obj.num_simulations
plot(obj.set_simulations(i).time_array, vecnorm(obj.set_simulations(i).ep_array)', 'Color', obj.color_simulations(i), 'LineWidth', obj.line_width);
end
xhandle = xlabel(obj.xlabel_value,'interpreter','latex');
yhandle = ylabel('Error norm [m]','interpreter','latex');
title_handle = title(obj.standard_subtitles(2),'interpreter','latex');
set(xhandle, 'FontSize', obj.xlabel_size);
set(yhandle, 'FontSize', obj.ylabel_size);
set(title_handle, 'FontSize', obj.title_size);
% Show thrust value
subplot(3,1,3);
hold on;
grid minor;
for i = 1:obj.num_simulations
plot(obj.set_simulations(i).time_array, obj.set_simulations(i).thrust_array, 'Color', obj.color_simulations(i), 'LineWidth', obj.line_width);
end
xhandle = xlabel(obj.xlabel_value,'interpreter','latex');
yhandle = ylabel('Thrust [N]','interpreter','latex');
title_handle = title(obj.standard_subtitles(3),'interpreter','latex');
set(xhandle, 'FontSize', obj.xlabel_size);
set(yhandle, 'FontSize', obj.ylabel_size);
set(title_handle, 'FontSize', obj.title_size);
if obj.print_settings.save
print(gcf, strcat(obj.print_settings.path, 'general_comparison', obj.print_settings.code, '.pdf'), '-dpdf', '-r500', '-bestfit');
end
figure(units = "centimeters", Position = [0, 0, obj.size_figure.width, obj.size_figure.height]);
titles = {'X rotational coordinate','Y rotational coordinate','Z rotational coordinate'};
for i = 1:3
subplot(3,1,i)
hold on;
grid minor;
for j = 1:obj.num_simulations
plot(obj.set_simulations(j).time_array, obj.set_simulations(j).eq_array(i,:), 'Color', obj.color_simulations(j), 'LineWidth', obj.line_width);
end
xhandle = xlabel(obj.xlabel_value,'interpreter','latex');
yhandle = ylabel(string(titles(i)),'interpreter','latex');
title_handle = title(obj.standard_subtitles(i),'interpreter','latex');
set(xhandle, 'FontSize', obj.xlabel_size);
set(yhandle, 'FontSize', obj.ylabel_size);
set(title_handle, 'FontSize', obj.title_size);
if i == 1
legendhandle = legend(obj.legends,'interpreter','latex','Location','northoutside','Orientation','horizontal');
set(legendhandle, 'FontSize', obj.legend_size);
end
end
if obj.print_settings.save
print(gcf, strcat(obj.print_settings.path, 'rotational_error', obj.print_settings.code, '.pdf'), '-dpdf', '-r500', '-bestfit');
end
figure(units = "centimeters", Position = [0, 0, obj.size_figure.width, obj.size_figure.height]);
titles = {'X coordinate [m]','Y coordinate [m]','Z coordinate [m]'};
for i = 1:3
subplot(3,1,i)
hold on;
grid minor;
for j = 1:obj.num_simulations
plot(obj.set_simulations(i).time_array, obj.set_simulations(j).p_array(i,:), 'Color', obj.color_simulations(j), 'LineWidth', obj.line_width);
end
yline(obj.set_simulations(1).p_d_array(i,end), 'k:', 'HandleVisibility','off', 'LineWidth', obj.line_width_ref);
xhandle = xlabel(obj.xlabel_value,'interpreter','latex');
yhandle = ylabel(titles(i),'interpreter','latex');
title_handle = title(obj.standard_subtitles(i),'interpreter','latex');
set(xhandle, 'FontSize', obj.xlabel_size);
set(yhandle, 'FontSize', obj.ylabel_size);
set(title_handle, 'FontSize', obj.title_size);
if i == 1
legendhandle = legend(obj.legends,'interpreter','latex','Location','northoutside','Orientation','horizontal');
set(legendhandle, 'FontSize', obj.legend_size);
end
end
if obj.print_settings.save
print(gcf, strcat(obj.print_settings.path, 'translational_error', obj.print_settings.code, '.pdf'), '-dpdf', '-r500', '-bestfit');
end
figure(units = "centimeters", Position = [0, 0, obj.size_figure.width, obj.size_figure.height]); % show norms
subplot(3,1,1);
hold on;
grid minor;
for i = 1:obj.num_simulations
plot(obj.set_simulations(i).time_array, obj.norms.iae(:,i), 'Color', obj.color_simulations(i), 'LineWidth', obj.line_width);
end
legendhandle = legend(obj.legends,'interpreter','latex','Location','northoutside','Orientation','horizontal');
xhandle = xlabel(obj.xlabel_value,'interpreter','latex');
yhandle = ylabel('IAE [m]','interpreter','latex');
title_handle = title(obj.standard_subtitles(1),'interpreter','latex');
set(xhandle, 'FontSize', obj.xlabel_size);
set(yhandle, 'FontSize', obj.ylabel_size);
set(title_handle, 'FontSize', obj.title_size);
set(legendhandle, 'FontSize', obj.legend_size);
subplot(3,1,2);
hold on;
grid minor;
for i = 1:obj.num_simulations
plot(obj.set_simulations(i).time_array, obj.norms.ise(:,i), 'Color', obj.color_simulations(i), 'LineWidth', obj.line_width);
end
xhandle = xlabel(obj.xlabel_value,'interpreter','latex');
yhandle = ylabel('ISE [m$^2$]','interpreter','latex');
title_handle = title(obj.standard_subtitles(2),'interpreter','latex');
set(xhandle, 'FontSize', obj.xlabel_size);
set(yhandle, 'FontSize', obj.ylabel_size);
set(title_handle, 'FontSize', obj.title_size);
subplot(3,1,3);
hold on;
grid minor;
for i = 1:obj.num_simulations
plot(obj.set_simulations(i).time_array, obj.norms.itae(:,i), 'Color', obj.color_simulations(i), 'LineWidth', obj.line_width);
end
xhandle = xlabel(obj.xlabel_value,'interpreter','latex');
yhandle = ylabel('ITAE [m$\cdot$s]','interpreter','latex');
title_handle = title(obj.standard_subtitles(3),'interpreter','latex');
set(xhandle, 'FontSize', obj.xlabel_size);
set(yhandle, 'FontSize', obj.ylabel_size);
set(title_handle, 'FontSize', obj.title_size);
if obj.print_settings.save
print(gcf, strcat(obj.print_settings.path, 'norms', obj.print_settings.code, '.pdf'), '-dpdf', '-r500', '-bestfit');
end
end
function obj = computeNorms(obj)
% Preallocate the norms
obj.norms.iae = zeros(obj.num_samples, obj.num_simulations); % Integrated absolute error
obj.norms.ise = zeros(obj.num_samples, obj.num_simulations); % Integrated squared error
obj.norms.itae = zeros(obj.num_samples, obj.num_simulations); % Integrated time absolute error
dt = zeros(obj.num_simulations, 1);
for i = 1:obj.num_simulations
dt(i) = mean(diff(obj.set_simulations(i).time_array));
end
% Compute the norms
for i = 1:obj.num_simulations
obj.norms.iae(:,i) = cumsum(sum(abs(obj.set_simulations(i).ep_array),1).*dt(i))';
obj.norms.ise(:,i) = cumsum(sum(obj.set_simulations(i).ep_array.^2,1).*dt(i))';
obj.norms.itae(:,i) = cumsum(obj.set_simulations(i).time_array.*sum(abs(obj.set_simulations(i).ep_array),1).*dt(i))';
end
% Summary of computation
for i = 1:obj.num_simulations
% Print final results. One message per simulation
fprintf('Simulation: %s\n', obj.set_simulations(i).name);
fprintf('IAE: %f\n', obj.norms.iae(end,i));
fprintf('ISE: %f\n', obj.norms.ise(end,i));
fprintf('ITAE: %f\n', obj.norms.itae(end,i));
% Calculate mean error and covariance for each axis
[std_desviation, mean_error] = std(obj.set_simulations(i).ep_array, 0, 2);
% Print the max/average of the errors across all axes
fprintf('Mean Error (average across axes): %f\n', abs(mean(mean_error)));
fprintf('Standard Deviation Error (max value across axes): %f\n', max(std_desviation));
fprintf('------------------------------------\n\n');
end
end
end
end