%% epoch 1000

n_c=[5	10	15	20	25	30	35	40];
rmse1=[0.1851	0.0278
0.1024	0.0072
0.1849	0.0423
0.0264	0.0016
0.0242	0.0012
0.0304	0.0022
0.0523	0.0011
0.0298	0.0017
];
rmse2=[00.254	0.2184
0.1896	0.0493
0.1126	0.0094
0.1796	0.0194
0.0535	0.0001
0.0434	0.0017
0.0295	0.0025
0.1533	0.0181
];
rmse3=[0.1909	0.0527
0.2337	0.172
0.1785	0.0186
0.1777	0.0262
0.1607	0.0144
0.0906	0.0043
0.1692	0.0181
0.0376	0.0018
];
rmse4=[0.1771	0.0231
0.1768	0.0222
0.1812	0.0325
0.0296	0.0057
0.0281	0.0024
0.0452	0.0002
0.064	0.0033
0.0241	0.0005
];

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)
set(gca, 'FontSize',25)
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)
set(gca, 'FontSize',25)
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);
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);
set(gca, 'FontSize',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=[0.248	0.1933
0.1781	0.0108
0.0109	0.0014
0.0115	0.0014
0.0372	0.0004
0.011	0.0011
0.0105	0.0005
0.0239	0.0002
];
rmse2=[0.1921	0.0062
0.0417	0.0014
0.0304	0.0002
0.0112	0.0021
0.0551	0.0003
0.0127	0.0003
0.0111	0.0007
0.0038	0.0001
];
rmse3=[0.1825	0.0232
0.1774	0.0317
0.0474	0.0028
0.0156	0.0007
0.0054	0.0021
0.0099	0.0004
0.011	0.0001
0.0095	0.0014
];
rmse4=[0.1763	0.0099
0.1703	0.0117
0.1799	0.0145
0.0275	0.0015
0.0098	0.0012
0.0124	0.0016
0.0131	0.0004
0.0184	0.0006
];

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)
set(gca, 'FontSize',25)
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)
set(gca, 'FontSize',25)
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);
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);
set(gca, 'FontSize',25)
set(gca, 'FontSize',25)
title('Water Discharge','Interpreter','latex','FontSize',25)


%% epoch 3000

n_c=[5	10	15	20	25	30	35	40];
rmse1=[0.1745 	0.0082
0.0111 	0.0001
0.0055 	0.0018
0.0101 	0.0007
0.0049 	0.0003
0.0093 	0.0015
0.0043 	0.0012
0.0056 	0.0006
];
rmse2=[0.1763 	0.0076
0.0740 	0.0013
0.0253 	0.0005
0.0047 	0.0003
0.0332 	0.0001
0.0039 	0.0018
0.0038 	0
0.0049 	0.0007
];
rmse3=[0.1758 	0.008
0.0158 	0.0023
0.0059 	0.0011
0.0022 	0.0002
0.0037 	0.0008
0.0042 	0.0016
0.0044 	0.0016
0.0034 	0.0011
];
rmse4=[0.1755 	0.0154
0.0077 	0.0012
0.0037 	0.0004
0.0050 	0.0027
0.0533 	0.0011
0.0054 	0.0013
0.0079 	0.0018
0.0049 	0.0002
];

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)
set(gca, 'FontSize',25)
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)
set(gca, 'FontSize',25)
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);
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);
set(gca, 'FontSize',25)
set(gca, 'FontSize',25)
title('Water Discharge','Interpreter','latex','FontSize',25)