thermal-modeling

Python library for simulating heat transfer processes

Source code for Multifidielity Thermal Modeling for 2.5D and 3D Multi-Chiplet Architectures

Fast thermal modeling and radiosity in Python.

1D thermal resistance network for CPU cold plate optimization, calibrated against CFD simulations. Enables rapid parametric design studies to identify thermal bottlenecks and evaluate design modifications without re-running expensive 3D CFD.

Topology-neutral robot-actuator architecture trade studies: compares motor (radial/axial), drive, gearbox, power-electronics, and thermal choices against a joint duty cycle to show which architecture wins on each axis.

A physics-informed neural network approach is proposed for control-oriented building thermal modeling, combining data with physical laws to improve accuracy and reduce training data needs. The method predicts room temperature, power use, and hidden thermal states more reliably than standard neural networks.

Physics-guided thermal forecasting for Wire Arc Additive Manufacturing (WAAM) using real thermocouple data, leakage-aware machine learning, thermal-memory models, and sensor-constrained inverse PINN methods.

Research-backed notes and reproducible examples for battery thermal behavior, BTMS design thinking, and validation assumptions.

An early warning system for electrical cable fire risk based on current measurement, harmonic analysis and thermal modeling. Data analysis and risk estimation algorithms were developed using Python and MATLAB.

A deterministic shipping-plan pipeline with LaunchDarkly-configured LLM agent stages. Plans frozen barbecue shipments into a reviewable manifest, and spends no money.

The repository applies Bayesian inference, Gaussian processes, Kalman filters, and particle filters to detect and track temperature hotspots across space and time. The methods are evaluated on simulated sensor data to estimate hotspot location, intensity, and temporal dynamics.

Two-RC Thevenin equivalent circuit battery model with thermal, hysteresis, and pack-scaling dynamics, in Octave/MATLAB

Physics-informed GPU thermal digital twin validated on RTX 5060 telemetry with frozen 10-gate holdout testing.

Modeling, state-space analysis, observer design, and multi-scenario simulation of a LINAK LA 20 linear actuator with a PMDC motor in MATLAB/Simulink. Implements a Luenberger observer via Ackermann's formula, proportional current control, thermal stator dynamics, and batch export of simulation results to Excel.

Professional-grade F1 tire thermal management platform with ML strategy optimization, multi-physics simulation, and real-time analytics for Formula 1 racing applications.

Estimates a lithium-ion cell's internal core temperature in real time from signals a BMS already measures — no extra sensors. PyTorch + FastAPI + Electron. ET AutoTech Hackathon 2026.

A collection of MATLAB scripts for 1D and 3D thermal modeling of laser-material interaction, developed for advanced manufacturing process simulation.

Internal temperature of a lithium-ion cell reconstructed from surface data alone, validated against a real core thermocouple. Three estimators on identical information: a one-line algebraic relation wins at 0.141 K, the inverse PINN loses at 0.614 K. The negative result is the headline.

LSTM, GRU, and MLP virtual sensors for motor temperature estimation on the public Paderborn PMSM dataset. Python, PyTorch.

Tested reference models for battery thermal response and DC-link sizing in Python and MATLAB