classdef DCLFDCBF < handle properties system params x0 x_curr time_curr = 0.0 xlog = [] ulog = [] u_cost = 0 obs end methods function self = DCLFDCBF(x0, system, params) % Define DCLF-DCBF controller self.x0 = x0; self.x_curr = x0; self.system = system; self.params = params; end function sim(self, time) % Simulate the system until a given time xk = self.x_curr; while self.time_curr <= time % Solve DCLF-DCBF uk = self.solveDCLFDCBF(); xk = self.system.A * xk + self.system.B * uk; % update system self.x_curr = xk; self.time_curr = self.time_curr + self.system.dt; self.xlog = [self.xlog, xk]; self.ulog = [self.ulog, uk]; self.u_cost = self.u_cost + uk'*uk*self.system.dt; end end function uopt = solveDCLFDCBF(self) % Solve DCLF-DCBF x = self.x_curr; u = sdpvar(2,1); delta = sdpvar(1,1); constraints = []; % add DCLF constraints x_next = self.system.A * x + self.system.B * u; v = x' * self.params.P * x; v_next = x_next' * self.params.P * x_next; constraints = [constraints; v_next - v + self.params.alpha * v <= delta]; % add DCBF constraints pos = self.obs.pos; r = self.obs.r; b = (x(1:2)-pos)'*(x(1:2)-pos) - r^2; b_next = (x_next(1:2)-pos)'*(x_next(1:2)-pos) - r^2; constraints = [constraints; b_next - b + self.params.gamma*b >= 0]; % input constraints constraints = [constraints; self.system.ul <= u <= self.system.uu]; % cost cost = u'*self.params.H*u + delta'*self.params.p*delta; % solve optimization ops = sdpsettings('solver','ipopt','verbose',0); diagnostics = optimize(constraints, cost, ops); if diagnostics.problem == 0 feas = true; uopt = value(u); else feas = false; uopt = []; end fprintf('solver time: %f\n', diagnostics.solvertime); end function plot(self,figure_name) % Plot simulation figure('Renderer', 'painters', 'Position', [0 0 400 400]); set(gca,'LooseInset',get(gca,'TightInset')); hold on; % plot trajectory plot(self.xlog(1,:), self.xlog(2,:), 'ko-',... 'LineWidth', 1.0,'MarkerSize',4); % plot obstacle pos = self.obs.pos; r = self.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(self.x0(1), self.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,strcat('figures/',figure_name), '-depsc'); end end end