Calculations/Estimations/LinearizeScatteringLengthScan.m

189 lines
7.2 KiB
Matlab

% --- Main script ---
FR_choice = 1;
ABKG_choice = 1;
% Ramp parameters
a_start = 91; % initial scattering length (a_0)
a_end = 89; % final scattering length (a_0)
T = 0.030; % ramp duration (s)
Nt = 1000; % number of time points
ResonanceRange = [2.3, 3.0];
% options.rampShape = @(t) a_start + (a_end - a_start) * sin(pi*t/T/2).^2;
% Options for ramp generation
options = struct(...
'smoothingMethod', 'sgolay', ...
'sgolayOrder', 3, ...
'sgolayFrameLength', 51, ...
'maxRampRate', 5, ...
'Bmin', 0.5, ...
'Bmax', 3.5, ...
'rampShape', 'linear' ... % 'linear', 'exponential', 'sigmoid', or function handle
);
[t, B_ramp, a_check] = generateSmoothBRamp(FR_choice, ABKG_choice, a_start, a_end, ResonanceRange, T, Nt, options);
% Plot
figure(1);
subplot(2,1,1);
plot(t, B_ramp, 'b-', 'LineWidth', 2);
xlabel('Time (s)'); ylabel('B(t) (G)');
title('Generated magnetic field ramp'); grid on;
subplot(2,1,2);
plot(t, a_check, 'r--', 'LineWidth', 2);
xlabel('Time (s)'); ylabel('a_s(B(t)) (a_0)');
title('Resulting ramp in scattering length a_s(t)'); grid on;
% Visualize full resonance curve and selected window
[B_full, a_full] = extractBetweenResonances(FR_choice, ABKG_choice, ResonanceRange);
[B_curve, a_curve] = fullResonanceCurve(FR_choice, ABKG_choice, ResonanceRange);
figure(2);
plot(B_curve, a_curve, 'k-', 'LineWidth', 1); hold on;
plot(B_full, a_full, 'b-', 'LineWidth', 2); % zoomed-in region
plot(B_ramp, a_check, 'r-', 'LineWidth', 2); % actual ramp
plot(B_ramp([1 end]), a_check([1 end]), 'ro', 'MarkerSize', 8); % endpoints
xline(min(B_ramp), '--b', 'B_{min}');
xline(max(B_ramp), '--b', 'B_{max}');
yline(min(a_check), '--r', 'a_{min}');
yline(max(a_check), '--r', 'a_{max}');
xlabel('B field (G)');
ylabel('Scattering length a_s (a_0)');
title('Resonance curve with selected B and a_s range', 'Interpreter','tex');
legend('Full a(B)', 'Zoomed Region', 'Ramp a_s(t)', 'Ramp Endpoints', 'Location', 'NorthWest');
ylim([0 150])
grid on;
%% --- generateSmoothBRamp ---
function [t, B_ramp, a_check] = generateSmoothBRamp(FR_choice, ABKG_choice, a_start, a_end, selectedResRange, T, Nt, opts)
% Time array
t = linspace(0, T, Nt);
% --- Generate base ramp shape ---
ascending = (a_end > a_start);
switch lower(class(opts.rampShape))
case 'char'
switch lower(opts.rampShape)
case 'linear'
base = t / T;
case 'exponential'
tau = T / 3;
base = (1 - exp(-t / tau)) / (1 - exp(-T / tau));
case 'sigmoid'
s = 10 / T; center = T / 2;
sigmoid = @(x) 1 ./ (1 + exp(-s * (x - center)));
base = (sigmoid(t) - sigmoid(t(1))) / (sigmoid(t(end)) - sigmoid(t(1)));
otherwise
error('Unknown ramp shape string: %s', opts.rampShape);
end
case 'function_handle'
base = opts.rampShape(t);
otherwise
error('Invalid type for rampShape. Use string or function handle.');
end
a_target = a_start + (a_end - a_start) * base;
% --- a(B) interpolation ---
[B_between, a_between] = extractBetweenResonances(FR_choice, ABKG_choice, selectedResRange);
valid_idx = a_between > 0 & a_between < 150;
[a_sorted, sort_idx] = sort(a_between(valid_idx));
B_sorted = B_between(valid_idx);
B_sorted = B_sorted(sort_idx);
B_of_a = @(a) interp1(a_sorted, B_sorted, a, 'linear', 'extrap');
B_raw = B_of_a(a_target);
% --- Smoothing ---
switch opts.smoothingMethod
case 'sgolay'
B_smooth = sgolayfilt(B_raw, opts.sgolayOrder, opts.sgolayFrameLength);
case 'lowpass'
dt = T / (Nt - 1); Fs = 1 / dt;
B_smooth = lowpass(B_raw, Fs / 20, Fs);
case 'none'
B_smooth = B_raw;
otherwise
error('Unknown smoothing method');
end
% --- Bound the ramp ---
B_smooth = min(max(B_smooth, opts.Bmin), opts.Bmax);
% --- Enforce max dB/dt ---
dt = T / (Nt - 1);
for i = 2:Nt
delta = B_smooth(i) - B_smooth(i-1);
if abs(delta/dt) > opts.maxRampRate
delta = sign(delta) * opts.maxRampRate * dt;
B_smooth(i) = B_smooth(i-1) + delta;
end
end
B_ramp = B_smooth;
% --- Verify a_s(t) from B_ramp ---
[a_bkg, resonanceB, resonancewB] = getResonanceParams(FR_choice, ABKG_choice, selectedResRange);
a_of_B = @(B) arrayfun(@(b) ...
a_bkg * prod(1 - resonancewB ./ (b - resonanceB)), B);
a_check = a_of_B(B_ramp);
end
%% --- extractBetweenResonances ---
function [B_between, a_between] = extractBetweenResonances(FR_choice, ABKG_choice, selectedRange)
[a_bkg, resonanceB, resonancewB] = getResonanceParams(FR_choice, ABKG_choice, selectedRange);
[~, idx] = sort(resonancewB, 'descend');
B1 = resonanceB(idx(1)); B2 = resonanceB(idx(2));
w1 = resonancewB(idx(1)); w2 = resonancewB(idx(2));
Bvis = linspace(min(B1, B2) - 20*min(w1,w2), max(B1, B2) + 20*min(w1,w2), 2000);
a_of_B = @(B) arrayfun(@(b) ...
a_bkg * prod(1 - resonancewB ./ (b - resonanceB)), B);
avis = a_of_B(Bvis);
between_idx = Bvis >= min(B1,B2) & Bvis <= max(B1,B2);
B_between = Bvis(between_idx);
a_between = avis(between_idx);
end
function [B_range, a_values] = fullResonanceCurve(FR_choice, ABKG_choice, selectedRange)
[a_bkg, resonanceB, resonancewB] = getResonanceParams(FR_choice, ABKG_choice, selectedRange);
B_range = linspace(min(resonanceB)-0.2, max(resonanceB)+0.2, 3000);
a_of_B = @(B) arrayfun(@(b) ...
a_bkg * prod(1 - resonancewB ./ (b - resonanceB)), B);
a_values = a_of_B(B_range);
end
function [a_bkg, resonanceB, resonancewB] = getResonanceParams(FR_choice, ABKG_choice, selectedRange)
if FR_choice == 1
a_bkg_list = [85.5, 93.5, 77.5];
resonanceB = [1.295, 1.306, 2.174, 2.336, 2.591, 2.740, 2.803, ...
2.780, 3.357, 4.949, 5.083, 7.172, 7.204, 7.134, 76.9];
resonancewB = [0.009, 0.010, 0.0005, 0.0005, 0.001, 0.0005, 0.021, ...
0.015, 0.043, 0.0005, 0.130, 0.024, 0.0005, 0.036, 3.1];
else
a_bkg_list = [87.2, 95.2, 79.2];
resonanceB = [1.298, 2.802, 3.370, 5.092, 7.154, 2.592, 2.338, 2.177];
resonancewB = [0.018, 0.047, 0.048, 0.145, 0.020, 0.008, 0.001, 0.001];
end
a_bkg = a_bkg_list(ABKG_choice);
% --- Filter resonanceB and resonancewB if selectedRange is provided ---
if nargin >= 3 && ~isempty(selectedRange)
minB = min(selectedRange); maxB = max(selectedRange);
keep_idx = (resonanceB >= minB) & (resonanceB <= maxB);
% Keep only the lowest and highest resonance in the selected range
if sum(keep_idx) >= 2
B_sub = resonanceB(keep_idx);
w_sub = resonancewB(keep_idx);
[~, idx_lo] = min(B_sub);
[~, idx_hi] = max(B_sub);
resonanceB = [B_sub(idx_lo), B_sub(idx_hi)];
resonancewB = [w_sub(idx_lo), w_sub(idx_hi)];
else
error('Selected resonance range does not include at least two resonances.');
end
end
end