%% epoch 1000

n_c=[5	10	15	20	25	30	35	40];
rmse1=[0.0088	0.0008
0.2496	0.1952
0.248	0.1896
0.0024	0.0011
0.2486	0.197
0.0018	0.0001
0.0171	0.0002
0.1133	0.0007
];
rmse2=[0.0052	0.0019
0.0034	0.0002
0.0031	0.0009
0.0019	0.0002
0.0024	0.0005
0.1863	0.0241
0.2488	0.1985
0.2491	0.1931
];
rmse3=[0.1706	0.0046
0.0022	0.0006
0.0019	0.0001
0.2491	0.1951
0.2485	0.1921
0.0035	0.0009
0.0015	0.0003
0.0029	0.0008
];
rmse4=[0.1709	0.0109
0.0034	0.0003
0.002	0.0004
0.2345	0.1542
0.2462	0.1889
0.0029	0.0005
0.2491	0.197
0.2489	0.1941
];

figure()
subplot(1,2,1)
plot(n_c,rmse1(:,1),'sk','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','k')
hold on
plot(n_c,rmse2(:,1),'sb','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','b')
hold on
plot(n_c,rmse3(:,1),'sr','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','r')
hold on
plot(n_c,rmse4(:,1),'sg','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','g')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_h$ (m)','Interpreter','latex','FontSize',25);

legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
set(gca, 'FontSize',25,'YScale', 'log')
title('Water Depth','Interpreter','latex','FontSize',25)

subplot(1,2,2)
plot(n_c,rmse1(:,2),'ok','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','k')
hold on
plot(n_c,rmse2(:,2),'ob','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','b')
hold on
plot(n_c,rmse3(:,2),'or','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','r')
hold on
plot(n_c,rmse4(:,2),'og','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','g')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_{hu}$ (m$^2$/s)','Interpreter','latex','FontSize',25);

legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
set(gca, 'FontSize',25,'YScale', 'log')

title('Water Discharge','Interpreter','latex','FontSize',25)

figure()
subplot(1,2,1)
bar(n_c,[rmse1(:,1)';rmse2(:,1)';rmse3(:,1)';rmse4(:,1)'],1)
legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_h$ (m)','Interpreter','latex','FontSize',25);
ylim([0, 0.3])
set(gca, 'FontSize',25)
title('Water Depth','Interpreter','latex','FontSize',25)

subplot(1,2,2)
bar(n_c,[rmse1(:,2)';rmse2(:,2)';rmse3(:,2)';rmse4(:,2)'],1)
legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_{hu}$ (m$^2$/s)','Interpreter','latex','FontSize',25);
ylim([0, 0.25])
set(gca, 'FontSize',25)
title('Water Discharge','Interpreter','latex','FontSize',25)

%% epoch 2000

n_c=[5	10	15	20	25	30	35	40];
rmse1=[0.1149	0.0038
0.0031	0.0008
0.0009	0.0002
0.0007	0.0013
0.0618	0.0026
0.0006	0.0003
0.0008	0.0001
0.0007	0.0001
];
rmse2=[0.0074	0.0017
0.167	0.0026
0.0018	0.0009
0.0007	0.0002
0.0006	0.0001
0.0015	0.0002
0.0025	0.0002
0.0006	0
];
rmse3=[0.0025	0.0005
0.001	0.0004
0.0031	0.0001
0.0017	0.0001
0.0011	0
0.0008	0.0001
0.0012	0.0001
0.0013	0.0002
];
rmse4=[0.0083	0.0004
0.003	0.0001
0.0014	0.0001
0.0019	0.0003
0.0047	0.0017
0.1816	0.2323
0.0009	0
0.0006	0.0001
];

figure()
subplot(1,2,1)
plot(n_c,rmse1(:,1),'sk','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','k')
hold on
plot(n_c,rmse2(:,1),'sb','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','b')
hold on
plot(n_c,rmse3(:,1),'sr','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','r')
hold on
plot(n_c,rmse4(:,1),'sg','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','g')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_h$ (m)','Interpreter','latex','FontSize',25);

legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
set(gca, 'FontSize',25,'YScale', 'log')
title('Water Depth','Interpreter','latex','FontSize',25)

subplot(1,2,2)
plot(n_c,rmse1(:,2),'ok','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','k')
hold on
plot(n_c,rmse2(:,2),'ob','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','b')
hold on
plot(n_c,rmse3(:,2),'or','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','r')
hold on
plot(n_c,rmse4(:,2),'og','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','g')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_{hu}$ (m$^2$/s)','Interpreter','latex','FontSize',25);

legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
set(gca, 'FontSize',25,'YScale', 'log')
title('Water Discharge','Interpreter','latex','FontSize',25)

figure()
subplot(1,2,1)
bar(n_c,[rmse1(:,1)';rmse2(:,1)';rmse3(:,1)';rmse4(:,1)'],1)
legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
ylim([0, 0.12])
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_h$ (m)','Interpreter','latex','FontSize',25);
set(gca, 'FontSize',25)
set(gca, 'FontSize',25)
title('Water Depth','Interpreter','latex','FontSize',25)

subplot(1,2,2)
bar(n_c,[rmse1(:,2)';rmse2(:,2)';rmse3(:,2)';rmse4(:,2)'],1)
legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_{hu}$ (m$^2$/s)','Interpreter','latex','FontSize',25);
ylim([0, 0.01])
set(gca, 'FontSize',25)
title('Water Discharge','Interpreter','latex','FontSize',25)

%% epoch 3000

n_c=[5	10	15	20	25	30	35	40];
rmse1=[0.0512	0.0001
0.0008	0.0001
0.0009	0.0001
0.0011	0
0.0004	0
0.0003	0
0.0003	0.0001
0.0003	0
];
rmse2=[0.0139	0.0001
0.0017	0.0002
0.0013	0
0.0013	0.0004
0.0003	0
0.0004	0
0.0003	0.0001
0.0007	0
];
rmse3=[0.0027	0.0001
0.2471	0.1843
0.0003	0.0001
0.0004	0
0.0011	0
0.0007	0.0001
0.0008	0
0.0013	0.0002
];
rmse4=[0.0039	0.0001
0.002	0.0004
0.0006	0
0.001	0.0001
0.0005	0.0001
0.0005	0.0001
0.001	0.0001
0.0005	0.0003
];

figure()
subplot(1,2,1)
plot(n_c,rmse1(:,1),'sk','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','k')
hold on
plot(n_c,rmse2(:,1),'sb','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','b')
hold on
plot(n_c,rmse3(:,1),'sr','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','r')
hold on
plot(n_c,rmse4(:,1),'sg','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','g')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_h$ (m)','Interpreter','latex','FontSize',25);

legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
set(gca, 'FontSize',25,'YScale', 'log')
title('Water Depth','Interpreter','latex','FontSize',25)

subplot(1,2,2)
plot(n_c,rmse1(:,2),'ok','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','k')
hold on
plot(n_c,rmse2(:,2),'ob','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','b')
hold on
plot(n_c,rmse3(:,2),'or','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','r')
hold on
plot(n_c,rmse4(:,2),'og','LineWidth',1,'MarkerSize',12,'MarkerFaceColor','g')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_{hu}$ (m$^2$/s)','Interpreter','latex','FontSize',25);

legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
set(gca, 'FontSize',25,'YScale', 'log')
title('Water Discharge','Interpreter','latex','FontSize',25)

figure()
subplot(1,2,1)
bar(n_c,[rmse1(:,1)';rmse2(:,1)';rmse3(:,1)';rmse4(:,1)'],1)
legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_h$ (m)','Interpreter','latex','FontSize',25);
ylim([0, 0.015])
set(gca, 'FontSize',25)
title('Water Depth','Interpreter','latex','FontSize',25)

subplot(1,2,2)
bar(n_c,[rmse1(:,2)';rmse2(:,2)';rmse3(:,2)';rmse4(:,2)'],1)
legend('f-neuron-25','f-neuron-50','f-neuron-75','f-neuron-100')
xlabel('numer of channels','Interpreter','latex','FontSize',25);
ylabel('$\mathcal{R}_{hu}$ (m$^2$/s)','Interpreter','latex','FontSize',25);
set(gca, 'FontSize',25)
set(gca, 'FontSize',25)
ylim([0, 0.005])
title('Water Discharge','Interpreter','latex','FontSize',25)