COOLING METHODS

Laser Cooling Simulator

From room temperature to quantum ground state. Explore Doppler cooling, sub-Doppler gray molasses, and resolved-sideband cooling — the three stages that bring atoms to the quantum limit.

300 Kroom temp
→ μKlaser cooled
→ nKBEC / tweezer GS
⟨n⟩<0.1motional ground state
Temperature Ladder
From room temperature to motional ground state — 9 orders of magnitude

Why Cold Atoms for Quantum Computing?

Gate fidelity for a two-qubit Rydberg entangling gate scales as ℱ ≈ 1 − α⟨n⟩ − β/Ω_R where ⟨n⟩ is the mean vibrational quantum number and Ω_R is the Rabi frequency. Each cooling stage suppresses thermal motion, reducing state-preparation errors from >10% to <0.5%. Resolved-sideband cooling to ⟨n⟩ < 0.1 is now routine in tweezer arrays.

Radiation Pressure Force

A two-level atom moving with velocity v along a laser beam of detuning δ = ω_L − ω_0 experiences a Doppler-shifted resonance at ω_0 − kv. The scattering rate

Γ_sc = (Γ/2) · s₀ / [1 + s₀ + (2δ'/Γ)²]

where δ' = δ + kv is the effective detuning and s₀ = I/I_sat. With counter-propagating beams the net force becomes velocity-dependent:

F(v) ≈ −αv, α = ℏk² · 4|δ|s₀Γ / (1 + s₀ + (2δ/Γ)²)²

This viscous force (α > 0 for red detuning δ < 0) cools atoms. The minimum Doppler temperature is set by photon recoil:

T_D = ℏΓ / (2k_B)
Force Curve F(v) — interactive
α (damping) =
T_Doppler vs Detuning
Minimum T_D = ℏΓ/(2k_B) at δ = −Γ/2

Doppler Limit in Practice

For Cs D2 line (Γ/2π = 5.234 MHz): T_D = 125 μK. For ⁶Li D2 (Γ/2π = 5.87 MHz): T_D = 141 μK. Sub-Doppler effects can break this limit, reaching the photon recoil temperature T_r = ℏ²k²/(mk_B).

A 3D molasses (6 beams ±x, ±y, ±z) provides isotropic cooling. Adding a magnetic field gradient creates a magneto-optical trap (MOT) that both cools and traps atoms.

Doppler Cooling Parameters by Species
⁶Li (671 nm)
MOT → cMOT → GM

Γ/2π = 5.87 MHz. T_D = 141 μK. Unresolved excited hyperfine structure — GM essential for sub-Doppler cooling. T_r = 3.5 μK.

⁸⁷Rb (780 nm)
MOT → PGC → evaporation

Γ/2π = 6.065 MHz. T_D = 146 μK. Well-resolved F levels. Sub-Doppler polarisation-gradient cooling (PGC) to ~4 μK.

¹³³Cs (852 nm)
MOT → cMOT → GM → RSB

Γ/2π = 5.234 MHz. T_D = 125 μK. Strong Sisyphus cooling. Tweezer arrays with RSB cooling to ⟨n⟩ < 0.1.

²³Na (589 nm)
Zeeman slower → MOT → PGC

Γ/2π = 9.795 MHz. T_D = 235 μK. Yellow D2 line. First atom laser (MIT 1997). High evaporation efficiency.

⁸⁸Sr (689 nm)
Blue MOT → Red MOT → magic tweezer

Narrow-line intercombination: Γ/2π = 7.5 kHz. T_D = 180 nK. Direct sub-μK MOT. Magic wavelength at 813 nm for optical lattice clock.

¹⁷⁴Yb (556 nm)
Blue MOT → Green MOT → lattice

Narrow ¹S₀→³P₁: Γ/2π = 182 kHz. T_D = 4.4 μK. Nuclear spin I=0. Ideal for SU(N) fermions (¹⁷¹Yb) and optical clocks.

Sisyphus Cooling (Polarisation-Gradient)

In a standing wave with spatially varying polarisation (lin⊥lin), the light-shifted sublevel energies vary with position on the scale of λ/4. An atom in |m_F = +F⟩ moving in the +x direction climbs a potential hill, losing kinetic energy. At the top it optically pumps to |m_F = −F⟩ (lowest potential at that location), and the cycle repeats — Sisyphus loses kinetic energy each half-cycle.

T_Sisyphus ∝ U₀²/(E_r) ∝ I²/(δ² E_r)

Temperature is limited by the photon recoil energy E_r = ℏ²k²/(2m). For Cs: T_r ≈ 200 nK. PGC can reach 2–4 T_r ≈ a few μK.

Λ-Enhanced Gray Molasses (GM) for ⁶Li

⁶Li has an unresolved excited-state hyperfine structure (Δ_HF < Γ), making Sisyphus PGC inefficient. Instead, a Λ-system gray molasses (D1 line at 671 nm) exploits a dark state between |F=1/2⟩ and |F=3/2⟩:

|dark⟩ = cos θ |F=1/2⟩ − sin θ |F=3/2⟩

Dark-state atoms are velocity-selected: slow atoms stay dark (low scatter), fast atoms couple to the bright state and get cooled. GM achieves T ≈ 40–60 μK for ⁶Li, well below T_D = 141 μK.

Our experiment: GM on the D1 line at δ/Γ ≈ +2, reaching T ≈ 50 μK before loading into the optical tweezer array.

Sisyphus Potential (lin⊥lin)
Sublevel energies U±(x) and optical pumping at crests
Λ System — Gray Molasses Level Diagram
|F=1/2⟩ |F=3/2⟩ |e⟩ (D1 excited) |dark⟩ = cos θ|F=½⟩ − sin θ|F=³/₂⟩ δ
D1 Λ-system: dark state protected from scattering
Thesis Result — ⁶Li Gray Molasses

By applying a D1 gray molasses (Ω/2π ≈ 3 Γ, δ/2π ≈ +2 Γ) for 3 ms after the MOT switch-off, we achieved T ≈ 50 μK from T_MOT ≈ 200 μK — a 4× improvement in temperature that directly reduces the motional-state occupation after loading into the tweezer: ⟨n⟩_initial ∝ T/ω_trap.

Harmonic Trap & Sideband Structure

An atom in a harmonic potential with trap frequency ω_trap/2π has quantised motional states |n⟩. The motional sidebands appear at:

ω_carrier ± n·ω_trap/2π

In the Lamb-Dicke regime (η² = E_r/ℏω ≪ 1), transition rates on the red sideband (RSB, ω − ω_trap) go as η²n, while the blue sideband (BSB) goes as η²(n+1).

η = k√(ℏ/2mω_trap) = √(E_r/ℏω_trap)

Resolved Sideband Cooling Cycle

Drive the RSB: |g,n⟩ → |e,n−1⟩. Spontaneous emission returns mostly to |g,n−1⟩ (Lamb-Dicke suppression). Each cycle removes one vibrational quantum:

⟨ṅ⟩ = −Γ_cool · n + Γ_heat

Steady-state: ⟨n⟩_ss = (Γ_heat/Γ_cool) ≈ η²Γ²/(4ω²) for weak sideband. In practice ⟨n⟩_ss < 0.1 is achievable.

EIT-Assisted Cooling

Electromagnetically Induced Transparency (EIT) cooling uses a probe + coupling beam to engineer a narrow absorption feature at the RSB frequency. The dark state suppresses carrier scattering while the RSB absorption is enhanced, achieving faster cooling rates than conventional RSB cooling.

⟨n⟩_EIT ≈ (γ_dark/ω_trap)² · 1/4

EIT is especially useful for motional frequencies ω_trap < Γ (unresolved sideband regime), enabling ground-state cooling in shallower traps.

Sideband Spectrum — interactive
RSB/BSB asymmetry ≈ ⟨n⟩/(⟨n⟩+1) — thermometry probe
⟨n⟩(t) Cooling Evolution
⟨n⟩(t) = ⟨n⟩_ss + (n₀ − ⟨n⟩_ss)e^{−Γ_cool t}
All Cooling Methods at a Glance
Method Stage T_min Limit Typical atoms Notes
Zeeman Slower Pre-cooling ~10 mK Doppler Most alkalis, Sr, Yb Slows hot atomic beam before MOT
3D MOT Stage 1 ~100–200 μK Doppler All Combines cooling + 3D spatial trapping
Compressed MOT (cMOT) Stage 1b ~50 μK Doppler / PGC Cs, Rb, Li Ramp B-field + detuning before sub-Doppler
Polarisation-Gradient (PGC) Stage 2 2–10 μK Photon recoil Rb, Cs, K, Na lin⊥lin or σ+σ− standing waves, no B-field
D1 Gray Molasses (GM) Stage 2 ~40–60 μK Photon recoil ⁶Li, K (unresolved HF) Λ-system dark state, works on D1 line
Narrow-line MOT (red) Stage 2 ~1 μK Photon recoil Sr (689 nm), Yb (556 nm) Single-photon recoil kicks visible; direct sub-μK
Resolved Sideband (RSB) Stage 3 ⟨n⟩ < 0.1 Lamb-Dicke, η Cs, Rb, Ca⁺, Mg⁺ in tweezers/lattices Requires resolved ω_trap > Γ; closes on RSB
EIT Cooling Stage 3 ⟨n⟩ < 0.1 Dark-state linewidth Ca⁺, Mg⁺, Sr, neutral atoms Dark resonance engineered at RSB; faster rate
Temperature Scale Comparison (log₁₀ T / K)

Doppler Limit

T_D = ℏΓ/(2k_B). Set by the balance between laser cooling force and random recoil kicks from spontaneous emission. Scales with linewidth.

Recoil Limit

T_r = ℏ²k²/(mk_B). Every scattered photon imparts ℏk momentum. For Cs: T_r ≈ 198 nK. Fundamental barrier for free-space laser cooling.

Lamb-Dicke Limit

In a trap: ⟨n⟩_ss → η²Γ²/(4ω²). Deep into Lamb-Dicke regime (η → 0) and resolved sidebands (ω ≫ Γ), ⟨n⟩ → 0.

pylcp — Laser Cooling Physics

pylcp (Python Laser Cooling Physics) is an open-source package for simulating laser-atom interactions. It supports rate-equation, optical Bloch equation, and Hund's case (a) Hamiltonian approaches.

import pylcp import numpy as np # Define laser beams (3D molasses) laser_beams = pylcp.laserBeams([ {'kvec': np.array([1,0,0]), 's': 0.5, 'delta': -0.5}, {'kvec': np.array([-1,0,0]), 's': 0.5, 'delta': -0.5}, # ... ±y, ±z beams ], beam_type=pylcp.infinitePlaneWaveBeam) # Define atom (e.g., Rb F=2 → F'=3) atom = pylcp.hamiltonians.singleF( F=2, Fp=3, gamma=1, dipole_matrix_element=1 ) # Integrate force equation eqn = pylcp.rateeq(laser_beams, magField, atom) eqn.set_initial_pop(np.array([1/5]*5)) sol = eqn.equilibrium_populations(r=np.zeros(3), v=np.array([0.1,0,0]))

arc — Alkali Rydberg Calculator

arc provides atomic structure data, dipole matrix elements, and Rydberg state properties for alkali atoms. Useful for computing polarizabilities, C₆ coefficients, and Rydberg blockade radii.

from arc import Caesium atom = Caesium() # Get natural linewidth of D2 line gamma = atom.getTransitionRate(6,0,0.5, 6,1,1.5) print(f"Γ/2π = {gamma/2/np.pi/1e6:.3f} MHz") # Rydberg C6 coefficient for 70S1/2 C6 = atom.getC6term(70,0,0.5, 70,0,0.5) R_b = (abs(C6) / (hbar * 2*np.pi*1e6)) ** (1/6) print(f"Blockade radius = {R_b*1e6:.1f} μm")

QuTiP — Quantum Toolbox

For master equation simulation of the density matrix ρ under sideband cooling (Lindblad form):

ρ̇ = −i[H_eff, ρ] + Σ_k (L_k ρ L_k† − ½{L_k†L_k, ρ})
import qutip as qt N = 30 # Fock space truncation a = qt.destroy(N) H = eta * Omega * (a + a.dag()) # RSB drive c_ops = [np.sqrt(gamma) * a] # decay result = qt.mesolve(H, rho0, tlist, c_ops, e_ops=[a.dag()*a])
Additional Libraries

AtomicUnits.jl (Julia) — unit conversions for atomic physics. QuantumOptics.jl — fast master-equation solvers in Julia. MOLSCAT — molecular scattering for Feshbach resonances. COMSOL — FEM for magnetic trap geometry and electrode design.

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