close all clear %% General Flags run_dclf_dcbf = true; display_dclf_dcbf = true; run_mpc_cbf_one = true; display_mpc_cbf_one = true; run_mpc_cbf_multiple = true; run_mpc_cbf_multiple = true; run_mpc_dc = true; display_mpc_dc = true; %% Setup and Parameters x0 = [-5; -5; 0; 0]; time_total = 30.0; dt = 0.2; P = 100*eye(4); Q = 10*eye(4); R = eye(2); N = 8; xmin = [-5; -5; -5; -5]; xmax = [5; 5; 5; 5]; umin = [-1; -1]; umax = [1; 1]; %% Discrete-time double integrator 2D system.dt = dt; system.A = [1 0 dt 0; 0 1 0 dt; 0 0 1 0; 0 0 0 1]; system.B = [0.5*dt^2 0; 0 0.5*dt^2; dt 0; 0 dt]; system.xl = xmin; system.xu = xmax; system.ul = umin; system.uu = umax; %% DCLF-DCBF parameters p = 1e3; params_dclf_dcbf.P = P; params_dclf_dcbf.H = R; params_dclf_dcbf.p = p; params_dclf_dcbf.alpha = 1.0; params_dclf_dcbf.gamma = 0.4; %% MPC-CBF parameters params_mpc_cbf.Q = Q; params_mpc_cbf.R = R; params_mpc_cbf.P = P; params_mpc_cbf.N = N; params_mpc_cbf.gamma = 0.4; %% MPC-DC parameters params_mpc_dc.Q = Q; params_mpc_dc.R = R; params_mpc_dc.P = P; params_mpc_dc.N = N; %% Obstacle obs.pos = [-2; -2.25]; obs.r = 1.5; %% Simulate DCLF-DCBF if run_dclf_dcbf fprintf('Run DCLF-DCBF\n'); controller_dclf_dcbf = DCLFDCBF(x0, system, params_dclf_dcbf); controller_dclf_dcbf.obs = obs; controller_dclf_dcbf.sim(time_total); end %% Display DCLF-DCBF simulation if display_dclf_dcbf % Plot simulation figure('Renderer', 'painters', 'Position', [0 0 400 400]); set(gca,'LooseInset',get(gca,'TightInset')); hold on; % plot trajectory plot(controller_dclf_dcbf.xlog(1,:), controller_dclf_dcbf.xlog(2,:), 'ko-',... 'LineWidth', 1.0,'MarkerSize',4); % plot obstacle pos = controller_dclf_dcbf.obs.pos; r = controller_dclf_dcbf.obs.r; th = linspace(0,2*pi*100); x = cos(th) ; y = sin(th) ; plot(pos(1) + r*x, pos(2) + r*y, 'Color', [0.8500, 0.3250, 0.0980], 'LineWidth', 2); plot(pos(1), pos(2), 'Color', [0.8500, 0.3250, 0.0980], 'MarkerSize', 5, 'LineWidth', 2); % plot target position plot(controller_dclf_dcbf.x0(1), controller_dclf_dcbf.x0(2), 'db', 'LineWidth', 1); plot(0.0, 0.0, 'dr', 'LineWidth', 1); h=get(gca,'Children'); h_legend = legend(h([end]), {'DCLF-DCBF'}, 'Location', 'SouthEast'); set(h_legend, 'Interpreter','latex'); set(gca,'LineWidth', 0.2, 'FontSize', 15); grid on xlabel('$x (m)$','interpreter','latex','FontSize',20); ylabel('$y (m)$','interpreter','latex','FontSize',20); xticks(-5:0); yticks(-5:0); xlim([-5,0.2]); ylim([-5,0.2]); print(gcf,'figures/dclf-dcbf-avoidance.eps', '-depsc'); print(gcf,'figures/dclf-dcbf-avoidance.png', '-dpng', '-r800'); end %% Simulate MPC-CBF with N=1; params_mpc_cbf.N = 1; if run_mpc_cbf_one fprintf('Run MPC-CBF\n'); controller_mpc_cbf_one = MPCCBF(x0, system, params_mpc_cbf); controller_mpc_cbf_one.obs = obs; controller_mpc_cbf_one.sim(time_total); end %% Display MPC-CBF simulation with N=1 if display_mpc_cbf_one % Plot simulation figure('Renderer', 'painters', 'Position', [0 0 400 400]); set(gca,'LooseInset',get(gca,'TightInset')); hold on; % plot trajectory plot(controller_mpc_cbf_one.xlog(1,:), controller_mpc_cbf_one.xlog(2,:), 'ko-',... 'LineWidth', 1.0,'MarkerSize',4); % plot obstacle pos = controller_mpc_cbf_one.obs.pos; r = controller_mpc_cbf_one.obs.r; th = linspace(0,2*pi*100); x = cos(th) ; y = sin(th) ; plot(pos(1) + r*x, pos(2) + r*y, 'Color', [0.8500, 0.3250, 0.0980], 'LineWidth', 2); plot(pos(1), pos(2), 'Color', [0.8500, 0.3250, 0.0980], 'MarkerSize', 5, 'LineWidth', 2); % plot target position plot(controller_mpc_cbf_one.x0(1), controller_mpc_cbf_one.x0(2), 'db', 'LineWidth', 1); plot(0.0, 0.0, 'dr', 'LineWidth', 1); h=get(gca,'Children'); h_legend = legend(h([end]), {'MPC-CBF ($N=1$)'}, 'Location', 'SouthEast'); set(h_legend, 'Interpreter','latex'); set(gca,'LineWidth', 0.2, 'FontSize', 15); grid on xlabel('$x (m)$','interpreter','latex','FontSize',20); ylabel('$y (m)$','interpreter','latex','FontSize',20); xticks(-5:0); yticks(-5:0); xlim([-5,0.2]); ylim([-5,0.2]); print(gcf, 'figures/mpc-cbf-avoidance-one-step.eps', '-depsc'); print(gcf, 'figures/mpc-cbf-avoidance-one-step.png', '-dpng', '-r800'); end %% Simulate MPC-CBF with other N params_mpc_cbf.N = 8; if run_mpc_cbf_one fprintf('Run MPC-CBF\n'); controller_mpc_cbf_multiple = MPCCBF(x0, system, params_mpc_cbf); controller_mpc_cbf_multiple.obs = obs; controller_mpc_cbf_multiple.sim(time_total); end %% Display MPC-CBF simulation with other N if display_mpc_cbf_one % Plot simulation figure('Renderer', 'painters', 'Position', [0 0 400 400]); set(gca,'LooseInset',get(gca,'TightInset')); hold on; % plot trajectory plot(controller_mpc_cbf_multiple.xlog(1,:), controller_mpc_cbf_multiple.xlog(2,:), 'ko-',... 'LineWidth', 1.0,'MarkerSize',4); % plot obstacle pos = controller_mpc_cbf_multiple.obs.pos; r = controller_mpc_cbf_multiple.obs.r; th = linspace(0,2*pi*100); x = cos(th) ; y = sin(th) ; plot(pos(1) + r*x, pos(2) + r*y, 'Color', [0.8500, 0.3250, 0.0980], 'LineWidth', 2); plot(pos(1), pos(2), 'Color', [0.8500, 0.3250, 0.0980], 'MarkerSize', 5, 'LineWidth', 2); % plot target position plot(controller_mpc_cbf_multiple.x0(1), controller_mpc_cbf_multiple.x0(2), 'db', 'LineWidth', 1); plot(0.0, 0.0, 'dr', 'LineWidth', 1); h=get(gca,'Children'); h_legend = legend(h([end]), {'MPC-CBF ($N=8$)'}, 'Location', 'SouthEast'); set(h_legend, 'Interpreter','latex'); set(gca,'LineWidth', 0.2, 'FontSize', 15); grid on xlabel('$x (m)$','interpreter','latex','FontSize',20); ylabel('$y (m)$','interpreter','latex','FontSize',20); xticks(-5:0); yticks(-5:0); xlim([-5,0.2]); ylim([-5,0.2]); print(gcf, 'figures/mpc-cbf-avoidance-several-steps.eps', '-depsc'); print(gcf, 'figures/mpc-cbf-avoidance-several-steps.png', '-dpng', '-r800'); end %% Simulate MPC-DC if run_mpc_dc fprintf('Run MPC-DC\n'); controller_mpc_dc = MPCDC(x0, system, params_mpc_dc); controller_mpc_dc.obs = obs; controller_mpc_dc.sim(time_total); end %% Display MPC-DC simulation if display_mpc_dc % Plot simulation figure('Renderer', 'painters', 'Position', [0 0 400 400]); set(gca,'LooseInset',get(gca,'TightInset')); hold on; % plot trajectory plot(controller_mpc_dc.xlog(1,:), controller_mpc_dc.xlog(2,:), 'ko-',... 'LineWidth', 1.0,'MarkerSize',4); % plot obstacle pos = controller_mpc_dc.obs.pos; r = controller_mpc_dc.obs.r; th = linspace(0,2*pi*100); x = cos(th) ; y = sin(th) ; plot(pos(1) + r*x, pos(2) + r*y, 'Color', [0.8500, 0.3250, 0.0980], 'LineWidth', 2); plot(pos(1), pos(2), 'Color', [0.8500, 0.3250, 0.0980], 'MarkerSize', 5, 'LineWidth', 2); % plot target position plot(controller_mpc_dc.x0(1), controller_mpc_dc.x0(2), 'db', 'LineWidth', 1); plot(0.0, 0.0, 'dr', 'LineWidth', 1); h=get(gca,'Children'); h_legend = legend(h([end]), {'MPC-DC ($N=8$)'}, 'Location', 'SouthEast'); set(h_legend, 'Interpreter','latex'); set(gca,'LineWidth', 0.2, 'FontSize', 15); grid on xlabel('$x (m)$','interpreter','latex','FontSize',20); ylabel('$y (m)$','interpreter','latex','FontSize',20); xticks(-5:0); yticks(-5:0); xlim([-5,0.2]); ylim([-5,0.2]); print(gcf, 'figures/mpc-dc-avoidance.eps', '-depsc'); print(gcf, 'figures/mpc-dc-avoidance.png', '-dpng', '-r800'); end