function [Ax,Ay,b,K] = convexhullConvex2D(x1,f1,df1,x2,f2,df2,x3,f3,df3,x4,f4,df4,x5,f5,df5) % Lower bounds from tangents % z > f(x1) + (x-x1)*df(x1) % z > f(x2) + (x-x2)*df(x2) % z > f(x3) + (x-x3)*df(x3) % z > f(x4) + (x-x4)*df(x4) % z > f(x5) + (x-x5)*df(x5) % Possible upper bound from creatin hyperplane from three points f = [f1 f2 f3 f4]; X = [x1 x2 x3 x4]; [~,loc] = sort(f); Z = [X;f]; [n1,d1] = ceiling(Z(:,1),Z(:,2),Z(:,3)); [n2,d2] = ceiling(Z(:,2),Z(:,3),Z(:,4)); [n3,d3] = ceiling(Z(:,3),Z(:,4),Z(:,1)); [n4,d4] = ceiling(Z(:,4),Z(:,3),Z(:,2)); b = [x1'*df1-f1; x2'*df2-f2; x3'*df3-f3; x4'*df4-f4; x5'*df5-f5]; Ax = [df1';df2';df3';df4';df5']; Ay = [-1;-1;-1;-1;-1]; d1 = max(n1'*Z); d2 = max(n2'*Z); d3 = max(n3'*Z); d4 = max(n4'*Z); if all(n1'*Z - d1 <= 0) b = [b;d1]; Ax = [Ax;n1(1:2)']; Ay = [Ay;n1(3)]; end if all(n2'*Z - d2 <= 0) b = [b;d2]; Ax = [Ax;n2(1:2)']; Ay = [Ay;n2(3)]; end if all(n3'*Z - d3 <= 0) b = [b;d3]; Ax = [Ax;n3(1:2)']; Ay = [Ay;n3(3)]; end if all(n4'*Z - d4 <= 0) b = [b;d4]; Ax = [Ax;n4(1:2)']; Ay = [Ay;n4(3)]; end if 0 sdpvar x(2,1) z box=[min([x1 x2 x3 x4],[],2) <= x <= max([x1 x2 x3 x4],[],2),-50 <=z <= max([f1 f2 f3 f4])] P = [n3'*[x;z] <= d3, z >= f1 + (x-x1)'*df1, z >= f2 + (x-x2)'*df2, z >= f3 + (x-x3)'*df3, z >= f4 + (x-x4)'*df4, z >= f5 + (x-x5)'*df5, box] plot([Ax*x + Ay*z <= b]) plot(P,[x;z],[],1000) end function [n,d] = ceiling(p1,p2,p3); n = cross(p1 - p2, p1 - p3); n = n/sign(n(3)); d = p1'*n;