Projects

01 · FORECASTING / DEEP LEARNING

Spatiotemporal Wind Forecasting with Uncertainty

Transformer models predicting full probability distributions, so wind-farm control can act on uncertainty.

PyTorch TACTiS-2 FLORIS

CASE STUDY →

02 · OPTIMISATION / MARKETS

Multi-Market Battery Dispatch with MPC

A rolling-horizon MPC engine dispatching battery storage across ERCOT’s day-ahead and real-time markets — with a live demo and an LP ceiling that prices forecast quality in dollars.

Python MPC Plotly

CASE STUDY →

03 · REAL-TIME CONTROL

Model Predictive Control in 550 Microseconds

An embedded quadratic-optimisation solver running MPC on cRIO/FPGA hardware, validated in wind-tunnel experiments — my bachelor’s thesis at ForWind.

C LabVIEW FPGA

CASE STUDY →

04 · ENGINEERING / COMPETITION

HyperPod — SpaceX Hyperloop Competition

Worked on the magnetic-levitation system of an international Hyperloop pod — Innovation Award at the SpaceX finals among 1,200+ teams.

Maglev CAD Dynamics

CASE STUDY →

05 · CONDITION MONITORING

Blade Lifetime Extension for Offshore Wind

Physics-informed blade condition monitoring — OpenFAST damage simulation on the IEA 15 MW turbine, anomaly detection, and remaining-useful-life estimation.

OpenFAST ROSCO RUL

CASE STUDY →

LAB · OFF-DUTY BUILDS

Personal systems built nights and weekends — shipped, used, and maintained for real people.

L1 · APPLIED AI / RAG

Clinical RAG Assistant

A production multimodal RAG system for a movement therapist: a 5-book corpus ingested with dual-model Chinese OCR, hybrid retrieval with reranking, and cited answers that return the actual body diagrams — in Traditional Chinese. In daily use by a real practitioner; 509 offline tests.

RAG OCR Qdrant Next.js

LIVE · PRIVATE REPO

L2–L6 · SMALL SYSTEMS

Moomingotchi PRIVATE · GIFT Tamagotchi-style e-ink pet on a Pi Zero 2 — sprite pipeline, e-paper daemon, captive-portal WiFi onboarding, OTA over Tailscale.

pytorch-transformer-ts GITHUB ↗ Probabilistic transformer architectures for time series — groundwork for the wind-forecasting thesis. extract-wechat-messages-linux GITHUB ↗ Recovering and decoding WeChat message databases on Linux. Parse_Whatsapp_LLM GITHUB ↗ WhatsApp chat exports parsed and structured for LLM analysis. StellarisTechCalculator GITHUB ↗ Tech-tree calculator for Stellaris — because optimisation doesn’t clock out.