From 4ad098ae9aefcfffe6405fa3dae6a12fc0e185c8 Mon Sep 17 00:00:00 2001 From: Karthik Chandrashekara Date: Wed, 6 Nov 2024 15:32:54 +0100 Subject: [PATCH] Added code to determine roton instability boundary. --- Quasi2DBogoliubovSpectrum.m | 120 ++++++++++++++++++++++++++++++++- roton_instability_project.json | 1 + roton_instability_project.tar | Bin 0 -> 266240 bytes 3 files changed, 120 insertions(+), 1 deletion(-) create mode 100644 roton_instability_project.json create mode 100644 roton_instability_project.tar diff --git a/Quasi2DBogoliubovSpectrum.m b/Quasi2DBogoliubovSpectrum.m index 388ea77..50a07e4 100644 --- a/Quasi2DBogoliubovSpectrum.m +++ b/Quasi2DBogoliubovSpectrum.m @@ -134,7 +134,7 @@ k = linspace(0, 2.25e6, 1000); nadd2s = [0.0844, 0.0978, 0.123]; as_to_add = [0.7730, 0.7840, 0.7819]; -var_widths = [4.97165, 5.72960, 5.93178]; +var_widths = [4.97165, 5.7296048721, 5.93178]; add = VacuumPermeability*DyMagneticMoment^2*Dy164Mass/(12*pi*PlanckConstantReduced^2); % Dipole length EpsilonKs = zeros(length(k), length(nadd2s)); @@ -179,6 +179,112 @@ legend('location', 'northwest','fontsize',16, 'Interpreter','latex') %% Mean widths of the variational Gaussian ansatz - extremize the total mean field energy per particle wrt to the variational parameter +wz = 2 * pi * 72.4; % Trap frequency in the tight confinement direction +lz = sqrt(PlanckConstantReduced/(Dy164Mass * wz)); % Defining a harmonic oscillator length +gs = 4 * pi * PlanckConstantReduced^2/Dy164Mass * as; % Contact interaction strength +add = VacuumPermeability*DyMagneticMoment^2*Dy164Mass/(12*pi*PlanckConstantReduced^2); % Dipole length +gdd = VacuumPermeability*DyMagneticMoment^2/3; +AtomNumberDensity = 0.0978 / add^2; +as = 0.784 * add; % Scattering length +TotalEnergyPerParticle = @(x) computeTotalEnergyPerParticle(x, as, AtomNumberDensity, wz, lz, gs, add, gdd, PlanckConstantReduced); + +x0 = 5; +Aineq = []; +Bineq = []; +Aeq = []; +Beq = []; +lb = [1]; +ub = [7]; +nonlcon = []; +fminconopts = optimoptions(@fmincon,'Display','off', 'StepTolerance', 1.0000e-11, 'MaxIterations',1500); +sigma = fmincon(TotalEnergyPerParticle, x0, Aineq, Bineq, Aeq, Beq, lb, ub, nonlcon, fminconopts); +fprintf(['Variational width of Gaussian ansatz = ' num2str(sigma) ' * lz \n']) + +%% Mean widths of the variational Gaussian ansatz - extremize the total mean field energy per particle wrt to the variational parameter + +wz = 2 * pi * 72.4; % Trap frequency in the tight confinement direction +lz = sqrt(PlanckConstantReduced/(Dy164Mass * wz)); % Defining a harmonic oscillator length +gs = 4 * pi * PlanckConstantReduced^2/Dy164Mass * as; % Contact interaction strength +add = VacuumPermeability*DyMagneticMoment^2*Dy164Mass/(12*pi*PlanckConstantReduced^2); % Dipole length +gdd = VacuumPermeability*DyMagneticMoment^2/3; + +nadd2s = 0.05:0.001:0.25; +as_to_add = 0.74:0.001:0.79; +var_widths = zeros(length(as_to_add), length(nadd2s)); + +x0 = 5; +Aineq = []; +Bineq = []; +Aeq = []; +Beq = []; +lb = [1]; +ub = [10]; +nonlcon = []; +fminconopts = optimoptions(@fmincon,'Display','off', 'StepTolerance', 1.0000e-11, 'MaxIterations',1500); + +for idx = 1:length(nadd2s) + for jdx = 1:length(as_to_add) + AtomNumberDensity = nadd2s(idx) / add^2; % Areal density of atoms + as = (as_to_add(jdx) * add); % Scattering length + TotalEnergyPerParticle = @(x) computeTotalEnergyPerParticle(x, as, AtomNumberDensity, wz, lz, gs, add, gdd, PlanckConstantReduced); + sigma = fmincon(TotalEnergyPerParticle, x0, Aineq, Bineq, Aeq, Beq, lb, ub, nonlcon, fminconopts); + var_widths(jdx, idx) = sigma; + end +end + +figure(4) +clf +set(gcf,'Position',[50 50 950 750]) +imagesc(nadd2s, as_to_add, var_widths); % Specify x and y data for axes +set(gca, 'YDir', 'normal'); % Correct the y-axis direction +colorbar; % Add a colorbar +xlabel('$na_{dd}^2$','fontsize',16,'interpreter','latex'); +ylabel('$a_s/a_{dd}$','fontsize',16,'interpreter','latex'); + +% ====================================================================================================================================================== % + +alpha = 0; % Polar angle of dipole moment +phi = 0; % Azimuthal angle of momentum vector +k = linspace(0, 2.25e6, 1000); % Vector of magnitudes of k vector +instability_boundary = zeros(length(as_to_add), length(nadd2s)); + +for idx = 1:length(nadd2s) + for jdx = 1:length(as_to_add) + AtomNumberDensity = nadd2s(idx) / add^2; % Areal density of atoms + as = (as_to_add(jdx) * add); % Scattering length + eps_dd = add/as; % Relative interaction strength + gs = 4 * pi * PlanckConstantReduced^2/Dy164Mass * as; % Contact interaction strength + gdd = VacuumPermeability*DyMagneticMoment^2/3; + MeanWidth = var_widths(jdx, idx) * lz; % Mean width of Gaussian ansatz + + [Go,gamma4,Fka,Ukk] = computePotentialInMomentumSpace(k, gs, gdd, MeanWidth, alpha, phi); % DDI potential in k-space + + % == Quantum Fluctuations term == % + gammaQF = (32/3) * gs * (as^3/pi)^(1/2) * (1 + ((3/2) * eps_dd^2)); + gamma5 = sqrt(2/5) / (sqrt(pi) * MeanWidth)^(3/2); + gQF = gamma5 * gammaQF; + + % == Dispersion relation == % + DeltaK = ((PlanckConstantReduced^2 .* k.^2) ./ (2 * Dy164Mass)) + ((2 * AtomNumberDensity) .* Ukk) + (3 * gQF * AtomNumberDensity^(3/2)); + EpsilonK = sqrt(((PlanckConstantReduced^2 .* k.^2) ./ (2 * Dy164Mass)) .* DeltaK); + instability_boundary(jdx, idx) = ~isreal(EpsilonK); + end +end + +nadd2s_from_figure = [0.04974, 0.05383, 0.05655, 0.06609, 0.06916, 0.07291, 0.07836, 0.08517, 0.09063, 0.0978, 0.10459, 0.11345, 0.11822, 0.12231, 0.12674, 0.13117, 0.13560, 0.14003, 0.14548, 0.15127, 0.15775, 0.16660, 0.17546, 0.18364, 0.19557, 0.20579, 0.21839, 0.23850, 0.25144]; +as_to_add_from_figure = [0.76383, 0.76766, 0.76974, 0.77543, 0.77675, 0.77828, 0.78003, 0.78178, 0.78288, 0.7840, 0.78474, 0.78540, 0.78562, 0.78572, 0.78583, 0.78583, 0.78583, 0.78583, 0.78567, 0.78551, 0.78529, 0.78485, 0.78441, 0.78386, 0.78310, 0.78233, 0.78135, 0.77970, 0.77861]; + +figure(5) +clf +set(gcf,'Position',[50 50 950 750]) +imagesc(nadd2s, as_to_add, instability_boundary); % Specify x and y data for axes +hold on +plot(nadd2s_from_figure, as_to_add_from_figure, 'r*-', 'LineWidth', 2); % Plot the curve (red line) +set(gca, 'YDir', 'normal'); % Correct the y-axis direction +colorbar; % Add a colorbar +xlabel('$na_{dd}^2$','fontsize',16,'interpreter','latex'); +ylabel('$a_s/a_{dd}$','fontsize',16,'interpreter','latex'); +title('Roton instability boundary','fontsize',16,'interpreter','latex') %% function [Go,gamma4,Fka,Ukk] = computePotentialInMomentumSpace(k, gs, gdd, MeanWidth, alpha, phi) @@ -186,4 +292,16 @@ function [Go,gamma4,Fka,Ukk] = computePotentialInMomentumSpace(k, gs, gdd, MeanW gamma4 = 1/(sqrt(2*pi) * MeanWidth); Fka = (3 * cos(deg2rad(alpha))^2 - 1) + ((3 * Go) .* ((sin(deg2rad(alpha))^2 .* sin(deg2rad(phi))^2) - cos(deg2rad(alpha))^2)); Ukk = (gs + (gdd * Fka)) * gamma4; +end + +function ret = computeTotalEnergyPerParticle(x, as, AtomNumberDensity, wz, lz, gs, add, gdd, PlanckConstantReduced) + eps_dd = add/as; % Relative interaction strength + MeanWidth = x * lz; + gammaQF = (32/3) * gs * (as^3/pi)^(1/2) * (1 + ((3/2) * eps_dd^2)); % Quantum Fluctuations term + gamma4 = 1/(sqrt(2*pi) * MeanWidth); + gamma5 = sqrt(2/5) / (sqrt(pi) * MeanWidth)^(3/2); + gQF = gamma5 * gammaQF; + Energy_AxialComponent = (PlanckConstantReduced * wz) * ((lz^2/(4 * MeanWidth^2)) + (MeanWidth^2/(4 * lz^2))); + Energy_TransverseComponent = (0.5 * (gs + (2*gdd)) * gamma4 * AtomNumberDensity) + ((2/5) * gQF * AtomNumberDensity^(3/2)); + ret = (Energy_AxialComponent + Energy_TransverseComponent) / (PlanckConstantReduced * wz); end \ No newline at end of file diff --git a/roton_instability_project.json b/roton_instability_project.json new file mode 100644 index 0000000..5036949 --- /dev/null +++ b/roton_instability_project.json @@ -0,0 +1 @@ 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