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Jadiouo/README.md

何皓廷 · Hao-Ting (Lex) Ho

東海大學電機工程學系,2027 年 5 月畢業。做機器人:狀態估計與感測器融合最深,控制從國中開始,ROS 2 與嵌入式做到實機,現在把力氣放在多機器人。每個演算法自己寫一遍、放進模擬器裡量給自己看。
Robotics student, Tunghai University (EE, class of 2027). Deepest in state estimation and sensor fusion, control since junior high, ROS 2 and embedded down to real hardware; now working on multi-robot systems. I write the algorithms myself so I know where they break.

🔗 jadiouo.github.io — 專案總覽 / project index

Now

  • TartanIMU Challenge(CMU AirLab, IROS 2026 workshop, Kaggle):單一模型、單一權重跨 car / drone / quadruped / handheld 四種平台的 IMU 速度估計——131 隊中第 20 名,官方全測試 TartanIMU Score 0.25878,13 天獨自完成;模型、評估尺、雲端自動化、技術報告與完整編年史都在 repo 裡,權重與可重現的推論包在 🤗 HF
  • 感知劣化環境下的多機器人主動探索(environment-active multi-robot exploration):大學專題,寫成 letter 投 IEEE RA-L
  • 一篇關於 sensor-only 加速度計偏差估計之測量效度的論文,投稿 IEEE Transactions on Instrumentation and Measurement(審稿中)

Featured

tartanimu-unified-io IROS 2026 TartanIMU Challenge — 20th / 131 teams:raw 6 軸 IMU → body-frame 速度,一個網路四種機器人。Learned-INS 通道(校準網 + 姿態網)+ 增益遞推頭 + 阻力一致的增強;官方全測試 0.25878。三把尺量三個母體、22 張消融的負結果、技術報告、HF 權重。
gz-drone-swarm-pursuit 3D drone-swarm cooperative pursuit in Gazebo Harmonic + ROS 2 Jazzy. Free-flying microgravity dynamics, so it doubles as a ground testbed for spacecraft rendezvous & proximity operations.
boids-swarm-pursuit ROS 2 多機器人群體智慧:分散式、局部感知的 boids 合作圍捕 2× 速度的目標——群聚、追捕策略階梯、感測模型、資訊分享、自適應目標。
pixels-to-pose ArUco 偵測 + 6-DoF 位姿估計,合成資料、驗證優先;為 JAXA Kibo-RPC(國際太空站機器人挑戰賽)的視覺模組而做。
robot-navigation-lab LiDAR + MCL 導航堆疊(pure pursuit、DWA、MPPI、PPO),在凍結的配對壓力基準上測試:程序生成 2-D 地圖,15k+ 個 episode。
scarce-actuator-arbitration When two robots call for the one actuator that can help them, "serve the most urgent" is what everyone writes down — this checks whether it holds when urgency is private, noisy and free to claim.
linear-algebra-lab 從向量空間公理到 AI:八個互動專案,核心演算法全部手刻,純 Vanilla JS + Canvas,588 個單元測試。線上版
bayesian-inference-portfolio 一條式子 p(θ|D) ∝ p(D|θ)·p(θ),五個領域、十個完整專案:把不確定性量化成可執行的決策。
voicetype Fcitx5 語音聽寫模組(Rust):按住熱鍵說話、放開後文字出現在游標處,SenseVoice 全本機推論,0 VRAM。
inverted-pendulum-control 倒單擺:極點配置 vs LQR 放在同一個非線性模型上比,致動器飽和下的回正範圍。
startup-trends-rag pgvector + 本地 embedding + 任何 LLM 的個人 RAG,帶引用的回答,蒸餾成 agent 可載入的 skill.md。
gtd-cli 終端機裡的 Getting Things Done:inbox、情境、下一步行動、每週回顧、undo。

Toolbox

ROS 2 (Jazzy) Gazebo Webots Python / NumPy / PyTorch Rust C++ / Arduino / ESP32 OpenCV PostgreSQL + pgvector

Traditional Chinese first, English where it helps. Everything here is MIT unless a repo says otherwise.

Pinned Loading

  1. tartanimu-unified-io tartanimu-unified-io Public

    IROS 2026 TartanIMU Challenge — 20th/131: one unified inertial velocity model for car, quadruped, drone and handheld (official score 0.25878), with the evaluation rulers, cloud automation, technica…

    Python