Research Twin Starters

Start your next research project.

A Research Twin is an open scientific project built around a real use case. It brings together a model, example inputs, checks, notebooks, and instructions so you can run the example, understand how it works, and adapt it to your own research.

Fluorescence metrics, spectral response plots, and a calibration workflow

01 / Explore

Run a working example

Vicena opens the project, follows its instructions, and shows you the expected inputs, outputs, and checks.

02 / Adapt

Make it your project

Replace the example data, parameters, operating conditions, geometry, or candidate designs with information from your system.

03 / Test

Check it against evidence

Compare the model with measurements or known results, record what changed, and keep the project reproducible as it grows.

Research Twin starters

Choose the project closest to your question.

Open any overview to see what the starter contains. Try it in Vicena to set up the project, or ask Vicena to explain what it needs and what it can produce.

  • Electrochemistry & energy storage

    Battery Research Twin

    Lithium-ion cell models for thermal, cycling, and degradation studies.

    Compare models or add your own test data.

    Similar project? Try it or ask Vicena.

    Battery Research Twin

    Electrochemistry & energy storage

    Battery Research Twin overview with discharge curves, runtime comparison, and an inspectable modeling workflow
  • Optics, imaging & sensors

    Fluorescence Imaging Twin

    Connect sample images, spectra, electronics, camera response, and calibration.

    Compare sensors and light sources against measured images.

    Similar project? Try it or ask Vicena.

    Fluorescence Imaging Twin

    Optics, imaging & sensors

    Fluorescence Imaging Digital Twin overview with image metrics, spectral response plots, and a calibration workflow
  • Drug discovery & molecular R&D

    Small-Molecule Lead Optimization Twin

    Combine chemical structures, measured properties, and optional quantum chemistry.

    Rank candidates and document lead-selection trade-offs.

    Similar project? Try it or ask Vicena.

    Small-Molecule Lead Optimization Twin

    Drug discovery & molecular R&D

    Small-Molecule Lead Optimization Twin overview with molecular structures, property plots, and a prioritization workflow
  • Solar energy & power electronics

    Photovoltaic System Twin

    Trace solar power through panels, control, conversion, storage, loads, and the grid.

    Compare inverter and storage choices or study faults.

    Similar project? Try it or ask Vicena.

    Photovoltaic System Twin

    Solar energy & power electronics

    Photovoltaic System Digital Twin overview with energy-flow and DC-to-AC ratio plots
  • Reaction & process engineering

    Chemical Reactor Twin

    Model batch and continuous-flow reactors with fitting, uncertainty, and optimization.

    Fit reaction data and compare operating conditions.

    Similar project? Try it or ask Vicena.

    Chemical Reactor Twin

    Reaction & process engineering

    Chemical Reactor Digital Twin overview with concentration and residence-time response plots
  • Buildings & thermal systems

    Building Energy & HVAC Twin

    Connect weather, indoor temperature, HVAC operation, energy use, and calibration.

    Fit measured data and compare comfort or control strategies.

    Similar project? Try it or ask Vicena.

    Building Energy & HVAC Twin

    Buildings & thermal systems

    Building Energy and HVAC Digital Twin overview with thermal and energy performance plots
  • Wind energy & condition monitoring

    Wind Turbine Twin

    Turn operating data and power curves into performance and health indicators.

    Compare expected and measured power or investigate equipment changes.

    Similar project? Try it or ask Vicena.

    Wind Turbine Twin

    Wind energy & condition monitoring

    Wind Turbine Digital Twin overview with power-curve, operating-state, and validation plots
  • Rotating equipment & reliability

    Industrial Predictive Maintenance Twin

    Model equipment health from vibration, temperature, current, speed, and load.

    Add sensor data to track trends and early health indicators.

    Similar project? Try it or ask Vicena.

    Industrial Predictive Maintenance Twin

    Rotating equipment & reliability

    Industrial Predictive Maintenance Twin overview with equipment signals and health indicators
  • Mechanistic chemistry

    Reaction Mechanism Analysis Starter

    Review reaction definitions, calculations, transition states, and kinetics.

    See which proposed pathways are supported and why.

    Similar project? Try it or ask Vicena.

    Reaction Mechanism Analysis Starter

    Mechanistic chemistry

    Reaction Mechanism Analysis Starter overview with transition-state evidence and validation gates

From starter to your project

Use the structure. Make the research yours.

The starter shows one complete path from inputs to results. Keep what is useful, replace the example inputs with your own data, and add the tests your research needs. Vicena keeps the files, runs, results, and notes together as the project develops.

Find the right starter