{"artifact_id":"L1-020","layer":"L1","title":"Lattice Light Sheet Microscopy (LLSM) — Bessel-lattice 3D imaging","domain":"Microscopy","sub_domain":"High-resolution 3D live imaging via optical lattice","physics_fingerprint":{"L_DAG":3.8,"title":"Lattice Light Sheet Microscopy (LLSM) — Bessel-lattice 3D imaging","domain":"Microscopy","carrier":"photon","primitives":["L.illumination.lattice","K.psf.detection","S.scan.axial","int.temporal"],"sub_domain":"High-resolution 3D live imaging via optical lattice","noise_model":"poisson_gaussian","problem_class":"linear_inverse","solution_space":"3D_intensity","difficulty_delta":5,"integration_axis":"axial","sensing_mechanism":"lattice_illumination"},"observable_profile":{"metric":"PSNR_dB","regime":"Existence of the recovered 3D intensity is guaranteed within the declared Omega bounds. Uniqueness holds on the measurement-supported subspace; out-of-support modes are controlled by the declared priors. Stability is moderately conditioned (kappa_eff ~= 18); lattice_registration dominates the stability cliff; dithering_phase_error and the remaining mismatch parameters contribute higher-order bias terms. Poisson signal noise + gaussian read noise sets the irreducible data-fidelity floor, while TV / wavelet-sparsity / deep priors stabilise recovery at the ill-conditioned end of Omega.","secondary":"SSIM"},"size_tiers":{"center_spec":{"omega":{"H":2048,"W":512,"Z":100,"NA_det":1.1,"NA_illum":0.6,"peak_photons":200,"lattice_pitch_nm":1500,"lattice_registration":0.0,"dithering_phase_error":0.0},"input_format":"measurement_only","problem_class":"llsm","forward_operator":"llsm_forward","epsilon_fn_center":"28.5"},"omega_bounds":{"H":[512,4096],"W":[256,2048],"Z":[32,512],"NA_det":[0.8,1.2],"NA_illum":[0.3,0.8],"peak_photons":[30,2000],"lattice_pitch_nm":[600,3000],"lattice_registration":[0.0,0.1],"dithering_phase_error":[0.0,0.2],"sample_induced_aberration":[0.0,0.3]},"epsilon_bounds":{"psnr_db":[12.0,42.0]},"allowed_problem_classes":["llsm"],"allowed_omega_dimensions":["H","W","Z","lattice_pitch_nm","NA_det","NA_illum","peak_photons","lattice_registration","dithering_phase_error","lattice_registration","dithering_phase_error","sample_induced_aberration"],"allowed_forward_operators":["llsm_forward"]},"hardness_fn":{"type":"epsilon_fn","delta":5,"kappa":360,"metric":"PSNR_dB"},"initiator_dataset":[{"name":"primary","weight":1.0,"ipfs_cid":null,"license_hash":null}],"status":"testnet","staked_pwm":0.0,"chain_hash":"0x5e1bbdd7f64417cf30eb12955afe6c6bc58dfcdbc5e8a77537b40926f17389b6","chain_tx_hash":"0x7d009b5ece6f1a1570af66a425cbd9edae78ba5990d88498df65b33dad323f8a","chain_block":41554168}