commit d24b1469125c73037cfc1e7d8fc027e2d7f1e171 Author: josemacontrerasp-arch Date: Tue Jun 16 19:39:59 2026 +0200 Add ALLSHIFT umbrella README Co-Authored-By: Claude Opus 4.8 (1M context) diff --git a/README.md b/README.md new file mode 100644 index 0000000..acdbc10 --- /dev/null +++ b/README.md @@ -0,0 +1,65 @@ +# ALLSHIFT + +> Umbrella repository for **Team SHIFT** — an AI-driven hydrogen microgrid energy-management system for hospitals. + +ALLSHIFT is the central hub that ties together the team's repositories, models, data, and planning documents. It links the four clusters — **Energy Management**, **Simulations**, **Business & Economics**, and **AI & Control Systems** — under one roof. + +## Mission + +Accelerate the transition to resilient, low-carbon energy systems through AI-driven energy management. We develop intelligent control for critical infrastructure that optimizes renewables, storage, hydrogen technologies, and grid interaction — improving reliability, reducing emissions, and increasing efficiency where uninterrupted power matters most. + +Founded in 2021 at the TU/e Innovation Space and Neuron (Eindhoven). Case studies: Beth Israel Deaconess Medical Center (BIDMC) and UC San Diego (UCSD). + +## The challenge + +Hospitals need reliable, uninterrupted power while the grid grows more congested, less predictable, and more weather-dependent. With the Dutch "balancing system" being phased out from 2025, energy returned to the grid is only partially compensated. SHIFT answers with an AI-driven hydrogen microgrid that forecasts hospital demand, optimizes solar and battery use, and controls electrolyzers and fuel cells so every component runs at its full potential. + +## System architecture + +``` +Forecasters ──► Simulator (Gym-style env) ──► RL / rule-based controller + (PV, demand, wraps physical models (dispatch policy) + price) PV · battery · PEM │ + ▲ electrolyser · PEM fuel ▼ + │ cell · H2 tank · grid KPIs: unmet critical load ≈ 0, + weather/ cost (€), CO₂, curtailment + market data │ + ▼ + Business & Economics analysis +``` + +**Dispatch priority cascade:** PV → battery → hydrogen (fuel cell discharge / electrolyser charge) → external grid. Critical hospital load is always prioritised ("critical load is sacred"). + +## Repositories + +| Repo | Purpose | +|------|---------| +| [`.github`](https://github.com/Team-SHIFT-Space/.github) | Organization profile — mission, vision, public face | +| [`website`](https://github.com/Team-SHIFT-Space/website) | Public site (Astro + Tailwind, Cloudflare Pages) | +| [`pre_model_01`](https://github.com/Team-SHIFT-Space/pre_model_01) | Modeling sandbox — early model approaches | +| [`demo-repository`](https://github.com/Team-SHIFT-Space/demo-repository) | GitHub sample template | +| **ALLSHIFT** | This repo — project hub and documentation index | + +## Clusters + +- **Energy Management** — hospital load characterisation, PV/solar data, datasets and manuals. +- **Simulations** — MATLAB/Simulink physical models: PEM electrolyser, PEM fuel cell, hydrogen storage, battery, gravity storage; the dispatch controller. +- **Business & Economics** — cost and CO₂ accounting, viability analysis. +- **AI & Control Systems** — forecasting stack and the RL/rule-based control policy. + +## Key planning documents + +- **Forecasting requirements** — specs for three forecasters: + - *PV generation* — LightGBM + Temporal Fusion Transformer ensemble; inputs from KNMI NWP, solar position, clear-sky index. + - *Hospital electricity demand* — TFT primary, LightGBM/XGBoost ensemble; ASHRAE Guideline 14 metrics. + - *Day-ahead electricity price* — LEAR baseline → NBEATSx / DNN / TFT → ensemble. + - Methodology: rolling walk-forward cross-validation, post-2022-crisis training data, readiness for the Oct 2025 15-minute market units (24 → 96 outputs/day). +- **Simulator Interface Input/Output sheet** — the typed contract between the simulator and everything that talks to it (controller, validation layer, economics): conventions, static config, per-timestep inputs/setpoints, outputs and KPIs, priority rules. + +## Status + +Early development. Physical models and planning specs are in place; the simulator environment, forecasters, and control policy are being built out. + +## Contact + +`info@shifthydrogen.nl`