CNElab 智慧神經人因工程實驗室

Research

Research Projects

National grants, industry linkage, and international collaborations.

National Research Projects 研究計劃

PI 主持人

  • 2025–2028, 國科會計劃：以腦波出發打造x-to-x的多模態深度學習模型 (Building an X-to-X Brainwave-Centric Multimodal Deep Learning Architecture, National Science and Technology Council), NSTC 114-2221-E-007-048-MY3
  • 2024–2027, 國科會計劃：打造適用兒童動作協調障礙評估之運動想像腦機介面：發展腦波訊號重建、解決錯誤標籤與開發資訊融合技術 (Advancing a Motor Imagery Brain-Computer Interface for Evaluating Developmental Coordination Disorder in Children: Constructing EEG Signal Reconstruction, Mitigating Noisy Labels, and Refining Information Fusion Methods, National Science and Technology Council), NSTC 113-2221-E-007-121-MY3
  • 2024–2025, 國科會哥倫布5年期計畫 (Young Scholar Fellowship, The Columbus Program, National Science and Technology Council)：發展超掃描腦機介面探索空間巡航表現之跨腦標記 (Developing Hyperscanning Brain-Computer Interfaces to Decipher Inter-Brain Signatures of Spatial Navigation) (5/5), NSTC 113-2636-E-007-005
  • 2023–2024, 國科會哥倫布5年期計畫 (Young Scholar Fellowship, The Columbus Program, National Science and Technology Council)：發展超掃描腦機介面探索空間巡航表現之跨腦標記 (Developing Hyperscanning Brain-Computer Interfaces to Decipher Inter-Brain Signatures of Spatial Navigation) (4/5), NSTC 112-2636-E-007-009
  • 2022–2023, 科技部哥倫布5年期計畫 (Young Scholar Fellowship, The Columbus Program, National Science and Technology Council)：發展超掃描腦機介面探索空間巡航表現之跨腦標記 (Developing Hyperscanning Brain-Computer Interfaces to Decipher Inter-Brain Signatures of Spatial Navigation) (3/5), MOST 111-2636-E-007-020
  • 2021–2022, 科技部哥倫布5年期計畫 (Young Scholar Fellowship, The Columbus Program, National Science and Technology Council)：發展超掃描腦機介面探索空間巡航表現之跨腦標記 (Developing Hyperscanning Brain-Computer Interfaces to Decipher Inter-Brain Signatures of Spatial Navigation) (2/5), MOST 110-2636-E-007-018
  • 2020–2021, 科技部哥倫布5年期計畫 (Young Scholar Fellowship, The Columbus Program, National Science and Technology Council)：發展超掃描腦機介面探索空間巡航表現之跨腦標記 (Developing Hyperscanning Brain-Computer Interfaces to Decipher Inter-Brain Signatures of Spatial Navigation) (1/5), MOST109-2636-E007-022
  • 2019–2022, 科技部優秀年輕學者3年期研究計畫 (Project for Excellent Junior Research Investigators)：發展閉迴路腦機介面以強化多重任務時的狀況認知 (Leveraging Closed-Loop Brain-Computer Interfaces to Improve Situation Awareness While Multitasking, Ministry of Science and Technology), MOST108-2628-E007-005-MY3
  • 科技部新進人員研究計畫：Navigation Task Training Enhances Cognitive Skills that Decline with Age or Diseases, MOST 105-2221-E-009-069

Co-PI 共同主持人

  • 2026–2028, 國科會計劃：幼兒友誼的發展、行為互動與神經同步機制：縱貫追蹤與雙人互動研究 (Development, Behavioral Interaction, and Neural Synchrony Mechanisms of Early Childhood Friendships: A Longitudinal and Dyadic Interaction Study, National Science and Technology Council), NSTC 115-2410-H-007-033-MY2 (PI: 國立清華大學幼兒教育學系周育如教授)
  • 2025–2027, 國科會計劃：注意力不足過動症高風險學齡前兒童執行功能發展軌跡之調查 II (Investigating the Developmental Trajectory of Executive Function in Preschoolers at Risk of Attention-Deficit/Hyperactivity Disorder II, National Science and Technology Council), NSTC 114-2628-H-006-004-MY2 (PI: 國立成功大學職能治療系許嘉芬教授)
  • 2025–2026, 國科會計劃：群體音樂律動之社會效應：幼兒社交行為的變化與腦間同步性之檢視 (Social Effects of Group Music Rhythm and Movement: An Examination of Changes in Young Children's Social Behaviors and Inter-Brain Synchronization, National Science and Technology Council), NSTC 114-2410-H-007-083 (PI: 國立清華大學幼兒教育學系周育如教授)
  • 2024–2026, 國科會計劃：發展協調障礙兒童之動作與語言困難：從體感覺、程序學習、與大腦功能之觀點 (Motor and Language Difficulties in Children with Developmental Coordination Disorder: Perspectives from Somatosensory Function, Procedural Learning, and Brain Function, National Science and Technology Council), NSTC 113-2410-H-007-096-MY2 (PI: 國立清華大學運動科學系曾鈺婷教授)
  • 2024–2025, 群體節奏律動對幼兒認知與社會功能之探討 (An Exploration of the Impact of Group Rhythm and Movement on Children's Cognitive and Social Functions, National Science and Technology Council), NSTC 113-2410-H-007-059 (PI: 國立清華大學幼兒教育學系周育如教授)
  • 2024–2025, 國科會計劃：注意力不足過動症高風險學齡前兒童執行功能發展軌跡之調查 (Investigating the Developmental Trajectory of Executive Function in Preschoolers at Risk of Attention-Deficit/Hyperactivity Disorder, National Science and Technology Council), NSTC 113-2410-H-006-117 (PI: 國立成功大學職能治療系許嘉芬教授)
  • 2023–2024, 國科會科研創業計畫：數位化學前兒童發展測量系統之發展 NSTC 112-2823-8-007-006 (PI: 國立清華大學教育與學習科技學系王子華教授)
  • 2019, 科技部腦科學專案研究計畫：正念鑄心：整合神經回饋與虛擬實境以增進中老年族群的身心腦健康 (PI: 臺北醫學大學吳昌衛教授)

Industry Linkage 產學合作

  • 2025–2026, 律芯科技－聲音與ANC對人體專注或放鬆狀態之影響
  • 2025, 工研院：以BCI為基礎之正念減壓訓練探討與分析
  • 2021–2022, 博晶醫電：運動訓練（有氧運動）增進兒童、青少年與大專生體適能狀況
  • 2018–2019, 聯發科：睡眠呼吸中止症患者之多項生理訊號特徵萃取、分析與探勘

International Projects — sponsored by US Army Research Lab / DCS Corp.

  • Investigate the Multitasking-related Neural Co-Modulation among Independent Brain Processes, CaN-CTA-MTM, $146,222 USD (PI)
  • Brain-State Drift Detection and Management for Uncertainty Estimation and Human Performance Modeling, CaN-CTA-ACA-BSDD, $90,000 USD (Co-PI)
  • Adaptive Robust Closed-Loop Real-Time BCI Systems with Minimum Calibration, CaN-CTA-ACA-ARMC, $135,000 USD (Co-PI)
  • The Analysis and Interpretation of Real-Life EEG and non-EEG Data Collected in Two Unprecedented Longitudinal Studies, CaN-CTA-RWN-VDELS, $187,500 USD (Co-PI)
  • Mutually Adaptive & Closed-Loop Overall Performance Management System, CaN-CTA-RWN-BCI-maBCI, $140,000 USD (Co-PI)