Artifact Catalog
Genesis Principles, Specs, Benchmarks, and Solutions deployed in testnet. Download any bundle (Markdown + JSON + code/reports), polish with your favorite LLM, and resubmit for mainnet promotion.
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Principle
· 531 artifactsWidefield Fluorescence Microscopy (Airy-PSF deconvolution)
Microscopy
Low-Dose Widefield Fluorescence (photon-starved Airy deconvolution)
Microscopy
Coded Aperture Snapshot Spectral Imaging (CASSI)
Compressive Imaging
Coded Aperture Compressive Temporal Imaging (CACTI)
Compressive Imaging
Structured Illumination Microscopy (SIM) — lateral 2x resolution
Microscopy
Light Sheet Fluorescence Microscopy (LSFM / SPIM)
Microscopy
Fluorescence Lifetime Imaging Microscopy (FLIM)
Microscopy
Fourier Ptychographic Microscopy (FPM)
Microscopy
Two-Photon Microscopy (chi-3 NLO excitation)
Microscopy
Stimulated Emission Depletion (STED) — donut super-resolution
Microscopy
PALM / STORM (single-molecule localization microscopy)
Microscopy
Total Internal Reflection Fluorescence (TIRF)
Microscopy
Polarization Microscopy (Stokes / birefringence imaging)
Microscopy
Expansion Microscopy (ExM) — physical hydrogel expansion
Microscopy
MINFLUX (minimum-photon single-molecule localization)
Microscopy
Image Scanning Microscopy (ISM) — pixel reassignment super-resolution
Microscopy
Zernike Phase-Contrast Microscopy
Microscopy
Differential Interference Contrast (DIC / Nomarski) Microscopy
Microscopy
Darkfield Microscopy (oblique-illumination scattering imaging)
Microscopy
Lattice Light Sheet Microscopy (LLSM) — Bessel-lattice 3D imaging
Microscopy
Second Harmonic Generation (SHG) Microscopy
Microscopy
Spinning Disk Confocal (Nipkow) Microscopy
Microscopy
Three-Photon Microscopy (chi-5 deep-tissue imaging)
Microscopy
DNA-PAINT (transient DNA-hybridization localization microscopy)
Microscopy
Coded Aperture Snapshot Spectral Imaging (CASSI)
Compressive Imaging
Single-Pixel Imaging (random basis compressive sensing)
Compressive Imaging
Coded Aperture Compressive Temporal Imaging (CACTI)
Compressive Imaging
Low-Rank Matrix Sensing (compressive matrix recovery)
Compressive Imaging
Computed Tomography (CT) — fan/cone-beam X-ray reconstruction
Medical Imaging
Magnetic Resonance Imaging (MRI) — proton-density / T1 / T2 contrast
Medical Imaging
Planar X-ray Radiography
Medical Imaging
Clinical B-mode Ultrasound
Medical Imaging
Positron Emission Tomography (PET)
Medical Imaging
Single-Photon Emission Computed Tomography (SPECT)
Medical Imaging
Fluoroscopy (real-time X-ray)
Medical Imaging
Digital Mammography
Medical Imaging
Dual-Energy X-ray Absorptiometry (DEXA)
Medical Imaging
Cone-Beam CT (CBCT) — dental / interventional
Medical Imaging
X-ray Angiography (DSA)
Medical Imaging
Diffuse Optical Tomography (DOT)
Medical Imaging
Photoacoustic Tomography (PAT)
Medical Imaging
Optical Coherence Tomography (OCT)
Medical Imaging
Functional MRI (BOLD)
Medical Imaging
Magnetic Resonance Spectroscopy (MRS)
Medical Imaging
Diffusion MRI (DWI / DTI / HARDI)
Medical Imaging
Doppler Ultrasound (color / spectral)
Medical Imaging
Elastography (Shear-Wave / Strain)
Medical Imaging
Fiber-Optic Endoscopy
Medical Imaging
Fundus Imaging (retinal photography)
Medical Imaging
OCT Angiography (OCTA)
Medical Imaging
Proton Therapy (proton-beam radiation dose imaging)
Medical Imaging
Brachytherapy Dose Imaging
Medical Imaging
Electronic Portal Imaging (EPID)
Medical Imaging
Photon-Counting CT (PCCT) — spectral detector CT
Medical Imaging
Magnetic Resonance Elastography (MRE)
Medical Imaging
Chemical Exchange Saturation Transfer (CEST) MRI
Medical Imaging
Arterial Spin Labeling (ASL) MRI
Medical Imaging
MR Angiography (time-of-flight / phase-contrast)
Medical Imaging
Susceptibility-Weighted Imaging (SWI)
Medical Imaging
MR Fingerprinting (MRF)
Medical Imaging
Intravascular Ultrasound (IVUS)
Medical Imaging
Contrast-Enhanced Ultrasound (CEUS)
Medical Imaging
Digital Breast Tomosynthesis (DBT)
Medical Imaging
Confocal Laser Endomicroscopy (CLE)
Medical Imaging
Functional Near-Infrared Spectroscopy (fNIRS)
Medical Imaging
Electrical Impedance Tomography (EIT)
Medical Imaging
Magnetoencephalography (MEG)
Medical Imaging
Electroencephalography (EEG)
Medical Imaging
Magnetic Particle Imaging (MPI)
Medical Imaging
Ptychography (scanning coherent diffraction with probe overlap)
Coherent Imaging
Digital Holography (off-axis and in-line intensity holograms)
Coherent Imaging
Coherent Diffraction Imaging (CDI) — lensless phase retrieval
Coherent Imaging
Optical Diffraction Tomography (ODT) — 3D refractive-index imaging
Coherent Imaging
Talbot-Lau Grating Interferometry (X-ray phase-contrast imaging)
Coherent Imaging
Lensless Imaging with Diffuser PSF (DiffuserCam)
Computational Photography
Multi-Focus / Panorama Fusion (all-in-focus composite imaging)
Computational Photography
Coded-Exposure Imaging for Motion Deblur
Computational Photography
Event Camera (DVS) — intensity reconstruction from asynchronous events
Computational Photography
High Dynamic Range (HDR) Imaging via Multi-Exposure Fusion
Computational Photography
Light-Field (Plenoptic) Imaging
Computational Optics
Integral Photography (Lippmann-style MLA capture + reconstruction)
Computational Optics
Neural Radiance Fields (NeRF) — implicit volumetric scene representation
Computational Optics
3D Gaussian Splatting (3DGS) — explicit real-time rendering
Computational Optics
Scanning Electron Microscopy (SEM) — secondary-electron surface imaging
Electron Microscopy
Transmission Electron Microscopy (TEM) — thin-section contrast imaging
Electron Microscopy
Electron Tomography — tilt-series 3D reconstruction
Electron Microscopy
Scanning TEM (STEM) — HAADF / BF imaging with convergent beam
Electron Microscopy
4D-STEM — pixelated-detector scanning diffraction imaging
Electron Microscopy
Electron Backscatter Diffraction (EBSD) — crystallographic orientation mapping
Electron Microscopy
Electron Energy Loss Spectroscopy (EELS)
Electron Microscopy
Off-Axis Electron Holography — nanoscale phase imaging
Electron Microscopy
Cryo-Electron Tomography (cryoET) — in-situ 3D biology at nm scale
Electron Microscopy
Focused Ion Beam SEM (FIB-SEM) — serial sectioning 3D imaging
Electron Microscopy
STEM-EDX — X-ray energy-dispersive elemental mapping
Electron Microscopy
Amplitude-Modulated Continuous-Wave Time-of-Flight (AMCW-ToF) Depth
Depth Imaging
Scanning LiDAR (pulsed direct Time-of-Flight)
Depth Imaging
Structured-Light 3D Imaging (projector-camera triangulation)
Depth Imaging
Photometric Stereo (shape-from-shading with multiple light directions)
Depth Imaging
Flash LiDAR (single-shot 2D SPAD-array direct ToF)
Depth Imaging
Synthetic Aperture Radar (SAR) — range-Doppler coherent imaging
Remote Sensing
Active Sonar — underwater acoustic imaging
Remote Sensing
Hyperspectral Imaging (pushbroom / AVIRIS-style)
Remote Sensing
Multispectral Imaging (Landsat/Sentinel-2)
Remote Sensing
Ground Penetrating Radar (GPR)
Remote Sensing
Doppler Weather Radar
Remote Sensing
Very Long Baseline Interferometry (VLBI)
Remote Sensing
Passive Microwave Radiometry
Remote Sensing
Interferometric SAR (InSAR) — deformation + DEM
Remote Sensing
Polarimetric SAR (PolSAR) — full-polarimetric decomposition
Remote Sensing
Ocean Color Remote Sensing (chlorophyll / CDOM / TSM)
Remote Sensing
Industrial Computed Tomography (high-res x-ray CT for NDT)
Industrial Inspection
X-ray Non-Destructive Testing (2D radiography)
Industrial Inspection
Phased-Array Ultrasonic Testing (PAUT)
Industrial Inspection
Eddy-Current Testing (near-surface metallic defect detection)
Industrial Inspection
Active Thermography (pulsed / lock-in IR inspection)
Industrial Inspection
Terahertz Imaging (0.1-10 THz time-domain / CW)
Industrial Inspection
Automated Optical Inspection (AOI) for PCB / manufacturing defects
Industrial Inspection
X-Ray Fluorescence (XRF) Mapping
Industrial Inspection
Shearography (ESPI-based strain imaging)
Industrial Inspection
Scanning Acoustic Microscopy (SAM)
Industrial Inspection
Magnetic Flux Leakage (MFL) — pipeline & rail inspection
Industrial Inspection
Guided-Wave Ultrasonic Testing (long-range pipe/rail inspection)
Industrial Inspection
Digital Image Correlation (DIC) for full-field strain
Industrial Inspection
Vibration-Based Damage Detection (modal analysis NDT)
Industrial Inspection
X-ray Crystallography (single-crystal diffraction)
Scientific Instrumentation
SAXS — Small-Angle X-ray Scattering
Scientific Instrumentation
MALDI-MSI — Matrix-Assisted Laser Desorption/Ionization Mass-Spec Imaging
Scientific Instrumentation
Atom Probe Tomography (APT)
Scientific Instrumentation
Cryo-EM Single-Particle Analysis (SPA)
Scientific Instrumentation
Neutron Radiography and Tomography
Scientific Instrumentation
Proton Radiography & CT (pRad, pCT)
Scientific Instrumentation
Muon Tomography (cosmic-ray scattering imaging)
Scientific Instrumentation
WAXS — Wide-Angle X-ray Scattering
Scientific Instrumentation
XRF Tomography — X-ray Fluorescence CT
Scientific Instrumentation
Neutron Diffraction (powder / single crystal)
Scientific Instrumentation
Cathodoluminescence (CL) Imaging & Spectroscopy
Scientific Instrumentation
Raman Imaging (spontaneous inelastic photon scattering)
Spectroscopy
CARS — Coherent Anti-Stokes Raman Scattering
Spectroscopy
SRS — Stimulated Raman Scattering microscopy
Spectroscopy
FTIR Imaging — Fourier-Transform Infrared Hyperspectral Microscopy
Spectroscopy
LIBS — Laser-Induced Breakdown Spectroscopy imaging
Spectroscopy
Brillouin Microscopy (acousto-optic inelastic scattering)
Spectroscopy
SIMS — Secondary-Ion Mass Spectrometry Imaging
Spectroscopy
DESI-MSI — Desorption ElectroSpray Ionization Mass-Spec Imaging
Spectroscopy
UV-Vis Spectroscopy / Imaging (electronic absorption)
Spectroscopy
Nuclear Magnetic Resonance (NMR) Spectroscopy
Spectroscopy
XAS / EXAFS — X-ray Absorption & Extended X-ray Absorption Fine Structure
Spectroscopy
Isotope-Ratio Mass Spectrometry (IRMS)
Spectroscopy
Streak Camera — picosecond 1D time-resolved imaging
Ultrafast Imaging
Pump-Probe Spectroscopy / Imaging
Ultrafast Imaging
Compressed Ultrafast Photography (CUP) — trillion fps imaging
Ultrafast Imaging
XFEL Serial Femtosecond Crystallography (SFX)
Ultrafast Imaging
Ghost Imaging (correlated-photon imaging)
Quantum Imaging
Quantum Illumination — entanglement-enhanced target detection
Quantum Imaging
Entangled-Photon Microscopy (N00N / SPDC imaging)
Quantum Imaging
PET-CT Fusion (metabolism + anatomy)
Multimodal Fusion
PET-MR Fusion (molecular + multi-contrast soft tissue)
Multimodal Fusion
SPECT-CT Fusion
Multimodal Fusion
US-MRI Fusion (biopsy guidance / cardiac)
Multimodal Fusion
CT-FLIT (Fluorescence Lifetime Imaging Tomography)
Multimodal Fusion
Correlative Light-Electron Microscopy (CLEM)
Multimodal Fusion
Atomic Force Microscopy (AFM)
Scanning Probe
Scanning Tunneling Microscopy (STM)
Scanning Probe
Near-Field Scanning Optical Microscopy (NSOM/SNOM)
Scanning Probe
Magnetic Force Microscopy (MFM)
Scanning Probe
Stellar Coronagraphy PSF Subtraction
Astronomy
Lucky Imaging Atmospheric Turbulence Recovery
Astronomy
Event Horizon Telescope (VLBI) Imaging
Astronomy
Solar EUV/X-ray Image Reconstruction
Astronomy
Incompressible Navier-Stokes — low-Mach viscous flow
Fluid Dynamics
Compressible Navier-Stokes — viscous shock/boundary-layer
Fluid Dynamics
Euler Equations — inviscid compressible
Fluid Dynamics
Stokes Flow — low-Re linear viscous
Fluid Dynamics
Boundary Layer — Prandtl / Blasius near-wall flow
Fluid Dynamics
Potential Flow — irrotational inviscid
Fluid Dynamics
RANS k-epsilon — turbulence closure
Fluid Dynamics
RANS k-omega SST — Menter's two-eq turbulence model
Fluid Dynamics
Spalart-Allmaras — one-eq turbulence model
Fluid Dynamics
LES — large-eddy simulation
Fluid Dynamics
DNS — direct numerical simulation
Fluid Dynamics
Shallow Water Equations — coastal/tidal/inundation
Fluid Dynamics
Boussinesq Approximation — buoyant flow
Fluid Dynamics
Volume of Fluid (VOF) — multiphase interface tracking
Fluid Dynamics
Level-Set Method — implicit interface evolution
Fluid Dynamics
Eulerian-Lagrangian — dispersed-phase particle tracking
Fluid Dynamics
SPH — smoothed particle hydrodynamics
Fluid Dynamics
Lattice Boltzmann Method (LBM) — mesoscale fluid
Fluid Dynamics
Darcy Flow — low-Re porous-medium flow
Fluid Dynamics
Richards Equation — unsaturated variably-saturated flow
Fluid Dynamics
Advection-Diffusion — scalar transport
Fluid Dynamics
Convection-Diffusion-Reaction — transport with source terms
Fluid Dynamics
Buckley-Leverett — two-phase displacement saturation
Fluid Dynamics
Stefan Problem — fluid-side melt-front tracking
Fluid Dynamics
Fluid-Structure Interaction (FSI) — coupled fluid + solid
Fluid Dynamics
Transient Heat Conduction — inverse heat conduction (IHCP)
Heat Transfer
Steady Heat Conduction — conductivity imaging
Heat Transfer
Forced Convection — conjugate heat transfer inversion
Heat Transfer
Natural Convection — buoyancy-driven flow heat transfer
Heat Transfer
Radiative Transfer Equation — radiative heat exchange
Heat Transfer
Participating Media — RTE with gas/soot emission-absorption
Heat Transfer
Conjugate Heat Transfer — coupled fluid-solid thermal
Heat Transfer
Phase Change Material — Stefan moving-boundary problem
Heat Transfer
Thermoelectric Transport — coupled Seebeck-Peltier
Heat Transfer
Thermal Contact Resistance — interface conductance estimation
Heat Transfer
Laser Heating — short-pulse temperature rise inversion
Heat Transfer
Cryogenic Storage Boiloff — MLI heat-leak estimation
Heat Transfer
Linear Elasticity — Navier-Cauchy 3D solid mechanics
Structural Mechanics
Euler-Bernoulli Beam — thin-beam bending
Structural Mechanics
Timoshenko Beam — shear-deformation thick-beam
Structural Mechanics
Kirchhoff Plate — thin-plate bending
Structural Mechanics
Mindlin-Reissner Plate — thick-plate with shear
Structural Mechanics
Shell Theory — curved thin-structure mechanics
Structural Mechanics
Modal Analysis — natural frequencies and mode shapes
Structural Mechanics
Linear Buckling — eigenvalue stability analysis
Structural Mechanics
Hyperelasticity — large-deformation rubber-like
Structural Mechanics
J2 Plasticity — von Mises rate-independent
Structural Mechanics
Crystal Plasticity — slip-system resolved plasticity
Structural Mechanics
Viscoelasticity — linear hereditary models
Structural Mechanics
Creep Mechanics — high-temperature rate-dependent
Structural Mechanics
Linear Elastic Fracture Mechanics (LEFM) — K/J evaluation
Structural Mechanics
Cohesive Zone Model — traction-separation interface
Structural Mechanics
XFEM — extended finite element for cracks
Structural Mechanics
Phase-Field Fracture — regularized crack model
Structural Mechanics
Fatigue — Paris law crack growth
Structural Mechanics
Hertzian Contact — elastic sphere/cylinder contact
Structural Mechanics
Frictional Contact — Coulomb / state-rate friction
Structural Mechanics
Poroelasticity — Biot coupled solid/fluid
Structural Mechanics
Thermoelasticity — coupled thermal-mechanical
Structural Mechanics
Piezoelectricity — coupled mechanical-electrical
Structural Mechanics
Elastodynamics — dynamic wave propagation in solids
Structural Mechanics
Continuum Damage Mechanics — scalar/tensor damage
Structural Mechanics
Maxwell Full-Wave — time-domain 3D Maxwell equations
Electromagnetics
Helmholtz Scattering — frequency-domain EM scattering
Electromagnetics
FDTD — finite-difference time-domain Maxwell
Electromagnetics
Method of Moments (MoM) — integral-equation EM
Electromagnetics
Antenna Analysis — radiation pattern inversion
Electromagnetics
Radar Cross-Section — backscatter reconstruction
Electromagnetics
Eddy Currents — conductor inversion from induced fields
Electromagnetics
Waveguide Modes — dispersion and S-parameter analysis
Electromagnetics
Fiber Optic — nonlinear Schrodinger pulse propagation
Electromagnetics
Fresnel Diffraction — paraxial wave propagation
Electromagnetics
Geometric Optics — ray tracing / eikonal
Electromagnetics
Mie Scattering — rigorous spherical-particle scattering
Electromagnetics
Rayleigh Scattering — molecular / small-particle scattering
Electromagnetics
Thin Film Interference — transfer-matrix optical design
Electromagnetics
Holographic Reconstruction — wavefront from interference
Electromagnetics
Phase Retrieval — Gerchberg-Saxton / hybrid input-output
Electromagnetics
Photonic Inverse Design — nanostructure topology optimization
Electromagnetics
Metamaterial / Metasurface — effective medium inversion
Electromagnetics
Electrostatics — Poisson equation inversion
Electromagnetics
Magnetostatics — coil design and field inversion
Electromagnetics
Inverse Synthetic Aperture Radar (ISAR) — rotating-target imaging
Electromagnetics
Ray Tracing (EM) — wireless propagation model
Electromagnetics
X-ray Phase Contrast — propagation / grating / analyzer
Electromagnetics
Microwave Imaging — permittivity imaging for biomed/NDE
Electromagnetics
THz Time-Domain Spectroscopy — material parameter extraction
Electromagnetics
Acoustic Wave Equation — time-domain pressure field reconstruction
Acoustics
Helmholtz Equation — frequency-domain acoustic scattering / interior field
Acoustics
Room Acoustics — ray-tracing impulse response
Acoustics
Room Acoustics — image-source method (shoebox rooms)
Acoustics
Acoustic Scattering — boundary element method (BEM)
Acoustics
Underwater Acoustic Ray Tracing (Bellhop)
Acoustics
Underwater Normal Modes — modal propagation (KRAKEN)
Acoustics
Underwater Acoustics — Parabolic Equation (RAM)
Acoustics
Acoustic Beamforming — DOA & imaging from array
Acoustics
Structural Vibration Analysis — modal response
Acoustics
Acoustic Emission — source localization
Acoustics
Vibroacoustics — structure-acoustic coupling
Acoustics
Duct Acoustics — wave propagation in ducts / silencers
Acoustics
Aeroacoustics — Lighthill analogy (jet/airframe noise)
Acoustics
Outdoor Noise Propagation — atmospheric refraction + ground effect
Acoustics
Seismic Travel-Time Tomography — ray-based velocity imaging
Geophysics
Full Waveform Inversion (FWI) — subsurface velocity imaging
Geophysics
Surface Wave Dispersion — shallow Vs profile inversion
Geophysics
Receiver Function — teleseismic crust imaging
Geophysics
Seismic Reflection — post-stack migration and imaging
Geophysics
Ambient-Noise Tomography — Green-function retrieval
Geophysics
Earthquake Source Inversion — finite-fault slip
Geophysics
Gravity Field Inversion — density imaging
Geophysics
Magnetic Field Inversion — susceptibility imaging
Geophysics
Magnetotelluric Inversion — resistivity imaging
Geophysics
Controlled-Source EM (CSEM) — resistivity for hydrocarbons
Geophysics
Electrical Resistivity Tomography (ERT) — near-surface
Geophysics
Induced Polarization — chargeability imaging
Geophysics
Satellite Gravity Recovery — GRACE/GRACE-FO mass change
Geophysics
Mantle Convection — high-Ra thermal convection
Geophysics
Glacial Isostatic Adjustment (GIA) — post-glacial rebound
Geophysics
Volcanic Deformation — InSAR/GPS source modeling
Geophysics
Tsunami Propagation — shallow-water wave simulation
Geophysics
Geothermal Reservoir — coupled thermo-hydraulic inversion
Geophysics
Well Test Analysis — transient pressure testing
Geophysics
Tidal Analysis — harmonic tidal constituent extraction
Geophysics
Subsurface Temperature — geothermal gradient inversion
Geophysics
Kohn-Sham Density Functional Theory
Computational Chemistry
Hartree-Fock Self-Consistent Field
Computational Chemistry
Post-Hartree-Fock Correlated Methods (MP2, CCSD, CI)
Computational Chemistry
Time-Dependent Density Functional Theory (TDDFT)
Computational Chemistry
Ab Initio Molecular Dynamics (Car-Parrinello / BOMD)
Computational Chemistry
Classical Molecular Dynamics
Computational Chemistry
Chemical Kinetics via Stiff ODEs
Computational Chemistry
Combustion Chemistry and Ignition Kinetics
Computational Chemistry
Michaelis-Menten Enzyme Kinetics
Computational Chemistry
Eyring Transition State Theory
Computational Chemistry
Semi-Empirical Quantum Chemistry (AM1, PM6, DFTB, xTB)
Computational Chemistry
Implicit Solvation Models (PCM, COSMO, SMD)
Computational Chemistry
Coarse-Grained Molecular Dynamics (MARTINI, Dry-MARTINI)
Computational Chemistry
Reactive Molecular Dynamics (ReaxFF + Bond Order)
Computational Chemistry
Free Energy Perturbation (FEP + TI + BAR)
Computational Chemistry
Kinetic Monte Carlo (KMC)
Computational Chemistry
Metropolis Monte Carlo
Computational Chemistry
Butler-Volmer Electrochemical Kinetics
Computational Chemistry
Time-Independent Schrödinger Equation
Quantum Mechanics
Time-Dependent Schrödinger Equation
Quantum Mechanics
Quantum Scattering Theory
Quantum Mechanics
Quantum Tunneling Through Barriers
Quantum Mechanics
Electronic Band Structure
Quantum Mechanics
Phonon Dispersion Relations
Quantum Mechanics
Tight-Binding Electronic Structure
Quantum Mechanics
GW Approximation for Quasiparticle Energies
Quantum Mechanics
Bethe-Salpeter Equation for Excitons
Quantum Mechanics
Quantum Monte Carlo (VMC + DMC)
Quantum Mechanics
Density Matrix Renormalization Group (DMRG)
Quantum Mechanics
Exact Diagonalization of Many-Body Hamiltonians
Quantum Mechanics
Lindblad Master Equation (Open Quantum Systems)
Quantum Mechanics
Electron-Phonon Coupling and Eliashberg Theory
Quantum Mechanics
k.p Perturbation Theory
Quantum Mechanics
Phase-Field Allen-Cahn Dynamics
Materials Science
Cahn-Hilliard Phase Separation
Materials Science
CALPHAD Thermodynamic Modeling
Materials Science
Discrete Dislocation Dynamics
Materials Science
Grain Growth and Recrystallization
Materials Science
Classical Nucleation Theory
Materials Science
Solid-State Diffusion (Fick + Onsager)
Materials Science
Dendritic Solidification
Materials Science
Flory-Huggins Polymer Solution Theory
Materials Science
Rubber Elasticity Theory
Materials Science
Thin Film Growth Kinetics
Materials Science
Radiation Damage Cascade Dynamics
Materials Science
Electrochemical Corrosion Kinetics
Materials Science
Battery Electrode Electrochemistry (Newman-Doyle-Fuller)
Materials Science
Additive Manufacturing (Selective Laser Melting) Thermal Model
Materials Science
Ideal MHD — magnetohydrodynamics infinite-conductivity limit
Plasma Physics
Resistive MHD — finite-resistivity plasma
Plasma Physics
Vlasov Equation — collisionless kinetic plasma
Plasma Physics
Gyrokinetic — 5D reduced plasma kinetic
Plasma Physics
PIC (Particle-in-Cell) — plasma kinetic simulation
Plasma Physics
Fokker-Planck — Coulomb-collision kinetic
Plasma Physics
Grad-Shafranov — tokamak equilibrium
Plasma Physics
MHD Stability — linear eigenmode growth rates
Plasma Physics
Plasma Sheath — Debye-scale boundary layer
Plasma Physics
RF Heating — ICRF / LH / ECH wave absorption
Plasma Physics
Laser-Plasma Interaction — relativistic electron acceleration
Plasma Physics
Hall MHD — ion-scale physics in reconnection
Plasma Physics
Neutron Transport — linear Boltzmann equation
Nuclear Engineering
Neutron Diffusion — multi-group diffusion approximation
Nuclear Engineering
Criticality Eigenvalue — k-effective calculation
Nuclear Engineering
Point Reactor Kinetics — power transient modeling
Nuclear Engineering
Burnup / Depletion — fuel nuclide evolution
Nuclear Engineering
Reactor Thermal-Hydraulics — coupled T/H with neutronics
Nuclear Engineering
Monte Carlo Neutron Transport — stochastic particle tracking
Nuclear Engineering
Gamma-Ray Shielding — deep-penetration attenuation
Nuclear Engineering
Nuclear Data — R-matrix resonance evaluation
Nuclear Engineering
Decay Heat — residual power after reactor shutdown
Nuclear Engineering
N-body Gravitational Simulation
Astrophysics
Cosmological N-body (Large-Scale Structure)
Astrophysics
CMB Power Spectrum Parameter Estimation
Astrophysics
CMB Gravitational Lensing Reconstruction
Astrophysics
Strong Gravitational Lensing Inversion
Astrophysics
Weak Gravitational Lensing Shear Estimation
Astrophysics
Stellar Structure Inverse Problem
Astrophysics
Stellar Atmosphere Spectral Inversion
Astrophysics
Supernova Light Curve Fitting
Astrophysics
Pulsar Timing Array GW Background
Astrophysics
Gravitational Wave Parameter Estimation
Astrophysics
Accretion Disk Structure Inversion
Astrophysics
Cosmic Ray Propagation Inversion
Astrophysics
Galaxy SED Fitting
Astrophysics
21cm Cosmology Reionization Signal
Astrophysics
Baryon Acoustic Oscillation (BAO) Fitting
Astrophysics
Exoplanet Transit Photometry Inversion
Astrophysics
Type Ia Supernova Distance Standardization
Astrophysics
Image Deblurring (non-blind and blind deconvolution)
Signal Processing
Image Super-Resolution (single-image)
Signal Processing
Image Inpainting (masked region recovery)
Signal Processing
Image Denoising (Gaussian, Poisson, mixed)
Signal Processing
Compressed Sensing (random-projection linear inverse)
Signal Processing
Direction-of-Arrival Estimation (narrowband array processing)
Signal Processing
Blind Source Separation (ICA / cocktail-party problem)
Signal Processing
Channel Estimation (pilot-aided wireless channel identification)
Signal Processing
Phase Unwrapping (2D modulo-2pi inversion)
Signal Processing
Sparse Signal Recovery (analysis / synthesis sparsity)
Signal Processing
Matrix Completion (low-rank recovery from partial entries)
Signal Processing
Robust Principal Component Analysis (low-rank plus sparse)
Signal Processing
Spectral Estimation (line spectrum / parametric PSD)
Signal Processing
Adaptive Filtering (LMS / RLS time-varying system identification)
Signal Processing
Hodgkin-Huxley Neuron Model Parameter Estimation
Computational Biology
FitzHugh-Nagumo Excitability Model
Computational Biology
Cable Equation (Dendrite Propagation)
Computational Biology
Cardiac Electrophysiology (Monodomain)
Computational Biology
Hemodynamics (Navier-Stokes Cardiovascular)
Computational Biology
Windkessel Cardiac Afterload Model
Computational Biology
Pharmacokinetics Compartment Model
Computational Biology
Physiologically Based PK (PBPK)
Computational Biology
Pharmacodynamics Dose-Response Inversion
Computational Biology
SIR Epidemic Parameter Estimation
Computational Biology
SEIR Epidemic with Exposed Compartment
Computational Biology
Lotka-Volterra Predator-Prey Dynamics
Computational Biology
Wright-Fisher Population Genetics
Computational Biology
Phylogenetic Likelihood Inference
Computational Biology
Tumor Growth Model Inversion
Computational Biology
Oxygen Transport (Krogh Cylinder)
Computational Biology
Protein Folding Energy Landscape Inversion
Computational Biology
HMM Sequence Alignment and Profile Inference
Computational Biology
Gaussian Plume Atmospheric Dispersion
Environmental Science
Advection-Dispersion Transport Inversion
Environmental Science
Atmospheric Radiative Transfer Inversion
Environmental Science
General Circulation Model (GCM) Inversion
Environmental Science
Numerical Weather Prediction Data Assimilation
Environmental Science
Ocean Circulation Inverse Modeling
Environmental Science
Sea Ice Thermodynamic-Dynamic Inversion
Environmental Science
River Hydraulics Shallow Water Inversion
Environmental Science
Sediment Transport Inversion
Environmental Science
Contaminant Source Identification
Environmental Science
Carbon Cycle Biogeochemical Inversion
Environmental Science
Groundwater Contaminant Transport Inversion
Environmental Science
Linear State-Space System Analysis
Control Theory
Kalman Filter State Estimation
Control Theory
Extended Kalman Filter (EKF)
Control Theory
Unscented Kalman Filter (UKF)
Control Theory
Particle Filter (Sequential Monte Carlo)
Control Theory
System Identification (N4SID/ARX)
Control Theory
Optimal Control (LQR)
Control Theory
Model Predictive Control (MPC/NMPC)
Control Theory
PID Controller Tuning
Control Theory
4D-Var Data Assimilation
Control Theory
Ensemble Kalman Filter (EnKF)
Control Theory
Nonlinear Observer Design
Control Theory
Black-Scholes Option Pricing Calibration
Computational Finance
Heston Stochastic Volatility Calibration
Computational Finance
Hull-White Interest Rate Model Calibration
Computational Finance
Monte Carlo Option Pricing
Computational Finance
Implied Volatility Surface Construction
Computational Finance
Merton Credit Risk Structural Model
Computational Finance
Markowitz Mean-Variance Portfolio Optimization
Computational Finance
GARCH Volatility Estimation
Computational Finance
Forward Kinematics
Robotics
Inverse Kinematics
Robotics
Forward Dynamics
Robotics
Inverse Dynamics
Robotics
Trajectory Optimization
Robotics
Rigid Body Dynamics Simulation
Robotics
Multibody Dynamics with Constraints
Robotics
Vehicle Dynamics (Bicycle Model)
Robotics
Spacecraft Attitude Determination
Robotics
Orbital Mechanics Inversion (Lambert)
Robotics
Rotor Dynamics Aeroelastic Inversion
Robotics
Hydrodynamic Lubrication (Reynolds Equation)
Robotics
Black-Oil Reservoir Simulation
Petroleum Engineering
Compositional Reservoir Simulation
Petroleum Engineering
Reservoir History Matching
Petroleum Engineering
Hydraulic Fracture Propagation Modeling
Petroleum Engineering
Enhanced Oil Recovery (EOR) Modeling
Petroleum Engineering
Seismic Rock Physics (Gassmann)
Petroleum Engineering
Arps Decline Curve Analysis
Petroleum Engineering
Well Productivity Index Inversion
Petroleum Engineering
GNSS Positioning and Navigation
Geodesy
Satellite Orbit Determination
Geodesy
Satellite Radar Altimetry
Geodesy
LiDAR Point Cloud 3D Mapping
Geodesy
Photogrammetry Structure-from-Motion
Geodesy
Satellite Gravity Gradiometry (GOCE)
Geodesy
Hyperspectral Spectral Unmixing
Geodesy
Radiometric Sensor Calibration
Geodesy
Dissipative Particle Dynamics (DPD)
Polymer Physics
Self-Consistent Field Theory (SCFT)
Polymer Physics
de Gennes-Doi-Edwards Reptation Theory
Polymer Physics
Oldroyd-B Viscoelastic Constitutive Model
Polymer Physics
DLVO Colloidal Force Theory
Polymer Physics
Landau-de Gennes Liquid Crystal Theory
Polymer Physics
Lattice QCD Path Integral
Particle Physics
Parton Distribution Functions (DGLAP)
Particle Physics
Monte Carlo Event Generation
Particle Physics
Calorimeter Energy Response Inversion
Particle Physics
Charged Particle Track Reconstruction
Particle Physics
Neutrino Oscillation Parameter Extraction
Particle Physics
Dark Matter Direct Detection Inversion
Particle Physics
Jet Reconstruction (Anti-kT)
Particle Physics
Drift-Diffusion Semiconductor Transport (TCAD)
Semiconductor Physics
Hydrodynamic Semiconductor Transport
Semiconductor Physics
Carrier Boltzmann Transport Equation
Semiconductor Physics
Non-Equilibrium Green's Function (NEGF) Quantum Transport
Semiconductor Physics
BSIM Compact MOSFET Model
Semiconductor Physics
Solar Cell Device Physics (Shockley-Queisser + drift-diffusion)
Semiconductor Physics
LED and Laser Rate Equations
Semiconductor Physics
Thermionic Emission at Metal-Semiconductor Interfaces
Semiconductor Physics
Quantum Well and Quantum Dot Electronic Structure
Semiconductor Physics
Phonon Boltzmann Transport Equation
Semiconductor Physics
Topology Optimization (SIMP)
Optimization
Shape Optimization
Optimization
Optimal Experimental Design
Optimization
Quantitative Susceptibility Mapping (QSM)
Medical Imaging
Quantitative Photoacoustic Tomography (qPAT)
Medical Imaging
Pharmacokinetic Dynamic PET (PK-PET)
Medical Imaging
Hyperpolarized 13C Metabolic MRI
Medical Imaging
Joint MEG-EEG Source Imaging
Medical Imaging
Optical Coherence Elastography (OCE)
Medical Imaging
Photoacoustic-Ultrasound Dual-mode Imaging (PAUS)
Medical Imaging
Cardiac 4D-flow MRI with Hemodynamic Biomechanics
Medical Imaging
PillCam-SPECTRA Optical-Property Recovery (analytical core)
Medical Imaging
PillCam-SPECTRA Bleeding-Region Detection (PWDR)
Medical Imaging
Diabetic Retinopathy Grading from Fundus Imaging (PWDR)
Medical Imaging
Chest CT Pneumonia/COVID Severity Classification (PWDR)
Medical Imaging
Mammographic Breast Density Classification BI-RADS (PWDR)
Medical Imaging
MR Spectroscopy Tumor Grading (PWDR)
Medical Imaging
Dermoscopy Skin Lesion Malignancy Classification (PWDR)
Medical Imaging
X-ray Diffraction Crystal Structure Recovery (analytical core)
Materials Science
X-ray Diffraction Crystal Space-Group Classification (PWDR)
Materials Science
RNA-seq Cell-Type Classification (PWDR)
Computational Biology
Drug-Target Binding Affinity Classification (PWDR)
Computational Chemistry
Earthquake Magnitude Classification (PWDR)
Geophysics
Pneumothorax Detection from Chest X-ray (PWDR)
Medical Imaging
Stroke Ischemic Core / Penumbra Classification from CT-Perfusion (PWDR)
Medical Imaging
Pulmonary Embolism Detection from CT Pulmonary Angiography (PWDR)
Medical Imaging
Bone Fracture Detection from Radiograph (PWDR)
Medical Imaging
Knee / Hip Osteoarthritis Kellgren-Lawrence Grading (PWDR)
Medical Imaging
ECG Arrhythmia Classification (PWDR)
Signal Processing
Glaucoma Optic-Disc Cupping Classification (PWDR)
Medical Imaging
Age-Related Macular Degeneration OCT Grading (PWDR)
Medical Imaging
EEG Seizure Detection (PWDR)
Medical Imaging
Confocal Fluorescence (pinhole-rejection livecell imaging)
Microscopy
Confocal Z-Stack (3D axial deconvolution)
Microscopy
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- Submit your polished bundle at /submit. Founder reviews → mainnet → you earn the upstream royalty stream.