Research software
ThermoWeave-3D
A deterministic 36-node electrothermal graph model with tests, synthetic evidence, manuscript, data, and explicit validation limits.
Explore ThermoWeave-3DResearch map
Battery heat, measurement, estimation and BESS control.
The research record addresses four connected questions: how batteries generate and reject heat, how that behavior can be measured, how charge state can be estimated online, and how storage can support grid-connected and grid-forming operation.
Research themes
Start with the engineering question.
Thermal systems
Battery thermal management
Predicting heat generation and temperature distribution to support safer EV and stationary storage design.
Explore battery thermal managementMeasurement
Isothermal calorimetry
Using heat-flow evidence to characterize battery efficiency and thermal load under controlled conditions.
Explore calorimetryEstimation
State of charge
Combining system identification and nonlinear optimization for online battery state estimation.
Explore SoC estimationGrid control
BESS grid control
A unified control framework for grid-tied and grid-forming battery energy storage operation.
Explore BESS controlInspectable research artifacts
Move from the theme into pinned code, results, and limitations.
MATLAB / Simulink
Energy-system model laboratory
Battery dynamics, SOC-EKF, electro-thermal, converter, and unified BESS-control references with release evidence.
Open the Energy LabReference models
Battery and power electronics
Small tested Python and MATLAB thermal and DC-link relationships for assumption review.
Open the reference modelsDegradation analysis
Battery Cycle-Life Analyzer
Three empirical fits, explicit synthetic demonstrations, and bounded EOL/RUL projection.
Open the analyzerThermal validation
Battery Thermal Modeling Notes
An executable model connected to fidelity choice, boundaries, traceability, data quality, and uncertainty.
Open the thermal notesResearch benchmark
VoltRL
Finite-state battery-arbitrage protocols with release results, holdout separation, and explicit market limits.
Open the VoltRL benchmarkGrid storage
Smart Grid Storage Playbook
Executable P-Q, voltage, frequency, ramp, temperature, energy, and reserve constraints.
Open the grid-storage playbook