Tools
Measurement analysis, models and scientific plots.
Structure & microscopy
- Crystal diffraction
Calculate cubic diffraction peak positions and systematic absences.
- Compare XRD peaks
Import peak positions, compare cubic structures and estimate a lattice parameter.
- Measure microstructure
Calibrate images, measure grains and compare thresholded regions.
- Crystal slip
Compare Schmid factors and slip activation stresses in FCC crystals.
- Phase fractions
Calculate two-phase fractions from composition and tie-line endpoints.
Measurement & uncertainty
- Data trends
Compare separate series, fit selected intervals and inspect residuals from source data or your CSV.
- Calibrate instrument readings
Fit a calibration line, inspect residuals and convert new readings with uncertainty intervals.
- Compare repeated measurements
Separate scatter from uncertainty and compare independent specimens or matched pairs.
- Propagate measurement uncertainty
Calculate uncertainty in differences, density and resistivity, including correlated inputs.
Mechanical properties
- Directional Young’s modulus
Calculate direction-dependent stiffness from a source compliance tensor.
- Analyse tensile data
Import engineering stress–strain data, inspect the loading curve and compare fit intervals.
- Compare ceramic machining
Compare measured strength, scatter and batch differences in the NIST machining experiment.
- Fit grain-size strengthening
Import grain size and yield stress, compare fits and inspect residuals.
- Fracture
Calculate stress intensity and critical crack length under an applied stress.
- Analyse fatigue data
Compare stress–life trends, scatter and specimens that survived the test.
- Analyse creep data
Compare strain–time curves, interval rates and changes in rate.
- Fit stress relaxation
Compare measured holds, fit relaxation times and inspect residuals.
- Creep and relaxation
Calculate Maxwell-model creep and stress relaxation under fixed loading conditions.
- Composites
Estimate composite modulus, density and specific stiffness from constituent properties.
Processing & transformations
- Analyse oscillatory shear
Compare storage and loss moduli, complex viscosity and crossover frequencies.
- Analyse shear flow
Compare viscosity curves, fit flow models and inspect rate-dependent residuals.
- Explore binary phase diagrams
Read tie lines, compare phase fractions and follow equilibrium cooling paths.
- Calculate Al–Zn equilibrium
Use assessed thermodynamics to compare liquid, FCC and HCP phases during cooling.
- Compare shrinkage and density
Compare powder compacts before and after treatment, with dimensional uncertainty and thermal history.
- Compare iron processing
Link rolling and annealing to microstructure and measured strength.
- Diffusion
Calculate concentration profiles and penetration depths for one-dimensional diffusion.
- Fit diffusion data
Import temperature and diffusivity data, fit an Arrhenius relation and inspect residuals.
- Mixing free energy
Calculate mixing free energy and locate the spinodal instability region.
- Nucleation
Calculate the critical radius and energy barrier for spherical nucleation.
- Fit transformation kinetics
Import isothermal fractions, compare fit intervals and transformation times.
Transport & energy
- Electrical transport
Calculate resistivity and Hall coefficients from specimen dimensions and electrical measurements.
- Analyse Hall measurements
Import field and current reversals, then compare carrier density and mobility.
- Compare measured thin films
Load ZnO and ITO contact measurements and compare current dependence.
- Heat flow
Calculate heat flux and temperature drops across layers and interfaces.
- Analyse magnetic loops
Import B–H or M–H cycles and compare crossings, loop energy and power.
- Analyse charge and discharge
Import battery cycles and compare capacity, energy and efficiency.
Optics & devices
- Reflection and absorption
Calculate interface reflectance and internal attenuation from source optical constants.
- Analyse spectra
Import spectra, adjust baselines and compare peaks, widths and areas.
- Compare OLED efficiency and lifetime
Screen published devices against EQE and LT50 requirements, or compare emitter, device and surface changes.
- Compare emitter and device changes
Compare measured efficiency after a molecular or device-stack change.
- Compare surface treatments
Compare transistor current and surface measurements before and after treatment.
- Simulate light emission
Change excited-state rates, compare photon yield and timing, and examine density-dependent losses.
- Simulate density-dependent losses
Compare excitation density, annihilation and photon yield.
Selection & environment
- Select materials for a tie
Compare required dimensions, mass and cost under the same load.
- Compare polymer properties
Compare density, tensile modulus and yield properties of named LDPE and HDPE grades.
- Compare product lifetimes
Compare the same service, then change reuse, process inputs and end-of-life assumptions.