TopoFlow PM2.5 prediction

npj Clim. Atmos. Sci. · 2026 · lead author

TopoFlow

A topography-aware Vision Transformer for high-resolution air quality prediction over China. Wind-following patches, elevation-aware attention, six pollutants. Published in npj Climate and Atmospheric Science (Nature Portfolio).

Vision Transformer Air quality Physics-informed LUMI

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CRAN-PM Europe predictions

Preprint · 2026 · under review

CRAN-PM

A dual-branch cross-resolution Vision Transformer that predicts daily 1 km PM2.5 across Europe in 1.8 seconds, with zero-shot transfer to USA, Canada and India.

Vision Transformer Cross-resolution Zero-shot transfer 96M params

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CranPM Studio pipeline

Open-source software · v1.0

CranPM Studio

The open-source software release of CRAN-PM: a Python package and live web demo for 1 km PM2.5 forecasting over Europe. Stable API, CLI, dual CUDA/ROCm, HuggingFace demo. RMSE 6.85 µg/m³ at T+1.

Open Source Python package Live demo CUDA + ROCm

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AQ-Net pollution map

SCIA 2025 · Springer LNCS

AQ-Net

A deep spatio-temporal network for air-quality reanalysis. LSTM with attention plus a learnable neural kNN, trained on Northern China stations. Predicts pollution where no sensor exists.

LSTM Neural kNN SCIA 2025 Reanalysis

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cDESP, SaaS compliance platform

Wabel Group × DCRR · 2024

cDESP

A SaaS compliance platform for industrial refrigeration pressure equipment (ESP). Built by Wabel Group for DCRR to replace spreadsheet chaos with a single source of truth for DESP regulatory obligations.

B2B SaaS Regulatory Industrial Multi-tenant

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Pokémon Robot Auction

Live event · 22 Dec 2023

Pokémon Robot Auction

The world’s first Pokémon card auction co-hosted by a NAO humanoid robot. A live proof of concept in human-machine interaction, endorsed by the French Presidency.

NAO Robot Live Streaming Robotics HMI

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Pokémon Card Detection demo

ML web app · 2023

Pokémon Card Detection

A Flask + TensorFlow web app that identifies Pokémon Base Set cards from a photo and extracts their name, number, set and year. Trained on French Base Set 2, but works on English cards too.

TensorFlow Flask Computer Vision Open Source

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Ammar with NAO at INRIA Bordeaux

INRIA Bordeaux · 2021–2022

LingoRob

A crowdsourcing platform for multi-language linguistic corpora, built at INRIA’s Mnemosyne team to train brain-inspired language models for human-robot interaction. Apprenticeship project supervised by Xavier Hinaut.

NAO Robot Crowdsourcing NLP Django

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Galton Board in Excel (VBA)

Excel VBA · Jan 2020 · DUT STID

Galton Board in Excel

A simulation of Sir Francis Galton’s pinball, built entirely in Microsoft Excel with VBA. Rockets fall through pegs, converging from a binomial distribution to the Gaussian bell curve. An interactive proof of the Law of Large Numbers and the Central Limit Theorem.

Excel VBA Statistics Visualisation

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