WQ HW1_2023_ZJUI (1)
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CEE 434 Fall 2023 - ZJUI Water Quality Assignment # 1 Due on 2023.12.23 Problem 1 (40 points) Use the MATLAB file provided for the laundromat problem to design regulatory policies (
࠵?
࠵?
, ࠵?
࠵?
) and calculate costs (
࠵?
࠵?
, ࠵?
࠵?
and ࠵?
࠵?
) under both Least Cost and UPR programs for the following values of ࠵?
= 2,5,7,8
. Assume that ࠵?
࠵?࠵?
= 4.5
, ࠵?
࠵?࠵?
= 3.5
, ࠵?
࠵?
= 4.0 and ࠵?
࠵?
= 7.5
. In one graph, plot ࠵?
࠵?
and ࠵?
࠵?
versus ࠵?
for both programs, and in another graph, plot ࠵?
࠵?
, ࠵?
࠵?
and ࠵?
࠵?
versus ࠵?
for both programs. Discuss the differences between the two programs based on your results. Problem 2 (60) Now let’s assume that there are three laundries discharging their waste into the lake. The initial untreated discharges from these laundries are ࠵?
࠵?
1
, ࠵?
࠵?
2
and ࠵?
࠵?
3
. Part a) Formulate an optimization model for the least cost program.
Hint 1: Your model should be very similar to the least cost model discussed in lecture 12b, but there are now three dischargers.
Hint 2: Considering the steady state situation and full mixing in the lake, define: ࠵?
= ࠵?
࠵?
1
+ ࠵?
࠵?
2
+ ࠵?
࠵?
3
−
࠵?
. ࠵?
࠵?
.
Part b) Assume that the upper bound constraints for phosphorus removal are not binding. Derive the optimal solutions for the optimization model (phosphorus removals: ࠵?
1
, ࠵?
2
and ࠵?
3
) using KKT approach. Part c) Assume that ࠵?
࠵?
1
= 55
, ࠵?
࠵?
2
= 5
, ࠵?
࠵?
3
= 18, ࠵?
1
= 1
, ࠵?
2
= 110
, and ࠵?
3
= 18
. Calculate the optimal phosphorus removals, marginal costs for each laundry, physical and financial costs for each laundry, and the total physical and financial costs for ࠵?
= 25 and ࠵?
= 55
. Part d) Redo Part c if we use a market-based program based on taxes instead of the least cost program. ⼀
23-12-20
下午
10:40
C:\Users\904...\untitled2.m
第
1 页,共
2 页
% Given parameters
aw = 4; % empirical constant for Wembley
as = 7.5; % empirical constant for Sno-White
rtw = 4.5; % P generated by Wembley (before treatment)
rts = 3.5; % P generated by Sno-White (before treatment)
R_values = [2, 5, 7, 8]; % Values of R to loop over
% Initialize results storage for Least Cost and UPR policies
results_rw = zeros(2, length(R_values));
results_rs = zeros(2, length(R_values));
results_kw_LC = zeros(1, length(R_values));
results_ks_LC = zeros(1, length(R_values));
results_kt_LC = zeros(1, length(R_values));
results_kw_UPR = zeros(1, length(R_values));
results_ks_UPR = zeros(1, length(R_values));
results_kt_UPR = zeros(1, length(R_values));
% Cost objective function
fun = @(x) aw*x(1)^2 + as*x(2)^2;
% Optimization settings
options = optimoptions(
'fmincon'
, 'Display'
, 'off'
); % Turn off display for cleaner output
% Perform calculations for both policies
for i = 1:length(R_values)
R = R_values(i);
% Least Cost Policy
policy = 1;
lb = [0, 0];
ub = [rtw, rts];
A = [-1, -1];
b = -R;
Aeq = [];
beq = [];
x0 = [1, 1];
[x_LC, ~] = fmincon(fun, x0, A, b, Aeq, beq, lb, ub, [], options);
results_rw(1, i) = x_LC(1);
results_rs(1, i) = x_LC(2);
results_kw_LC(i) = aw * x_LC(1)^2;
results_ks_LC(i) = as * x_LC(2)^2;
results_kt_LC(i) = results_kw_LC(i) + results_ks_LC(i);
% UPR Policy
policy = 2;
Aeq = [rts, -rtw];
beq = 0;
[x_UPR, ~] = fmincon(fun, x0, A, b, Aeq, beq, lb, ub, [], options);
results_rw(2, i) = x_UPR(1);
results_rs(2, i) = x_UPR(2);
results_kw_UPR(i) = aw * x_UPR(1)^2;
results_ks_UPR(i) = as * x_UPR(2)^2;
23-12-20
下午
10:40
C:\Users\904...\untitled2.m
第
2 页,共
2 页
results_kt_UPR(i) = results_kw_UPR(i) + results_ks_UPR(i);
end
% Plot rw and rs versus R for both programs
figure;
plot(R_values, results_rw(1,:), 'r-o'
, R_values, results_rs(1,:), 'b-o'
);
hold on
;
plot(R_values, results_rw(2,:), 'r--*'
, R_values, results_rs(2,:), 'b--*'
);
xlabel(
'R'
);
ylabel(
'rw and rs'
);
title(
'rw and rs versus R for Least Cost (solid) and UPR (dashed)'
);
legend(
'rw - Least Cost'
, 'rs - Least Cost'
, 'rw - UPR'
, 'rs - UPR'
);
grid on
;
saveas(gcf, 'rw_rs_vs_R.png'
); % Save the figure as an image
% Plotting costs versus R for both programs
figure;
plot(R_values, results_kw_LC, 'b--o'
, R_values, results_ks_LC, 'r--o'
, R_values, results_kt_LC, 'g--o'
);
hold on
;
plot(R_values, results_kw_UPR, 'b-*'
, R_values, results_ks_UPR, 'r-*'
, R_values, results_kt_UPR, 'g-*'
);
xlabel(
'R'
);
ylabel(
'Cost'
);
title(
'Costs versus R for Least Cost and UPR Policies'
);
legend(
'k_w LC'
, 'k_s LC'
, 'k_T LC'
, 'k_w UPR'
, 'k_s UPR'
, 'k_T UPR'
);
grid on
;
saveas(gcf, 'costs_vs_R.png'
); % Save the figure as an image
The Least Cost (LC) program prioritizes economic e
ffi
ciency by assigning more treatment to the less expensive Wembley facility, whereas the Uniform Percentage Reduction (UPR) program mandates equal percentage reductions for all, regardless of cost. As a result, LC achieves lower overall costs with uneven treatment loads, while UPR ensures equitable treatment across laundries but may incur higher costs.
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