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智慧物聯網暨人工智慧應用研究實驗室

Artificial Internet of Things and AI Application Research Lab (AIoT & AI Application Research Lab)

​該實驗室受銘傳大學109學年競爭型計畫補助而建置

 

 

指導教授 (Advisor)

李大衛 David Chunhu Li

Associate  Professor

Office: Q627

 

 

實驗室位置 (Location)

銘傳大學桃園校區 Taoyuan Campus, Ming Chuan University

國際學舍FF棟 二樓 FF205室 FF205

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電話 (Telephone)

+886-03-3507001 ext. 3195

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研究領域 (Research Fields)

• ​IoT & IoV Applications
  • ​Smart City
  • Predictive Maintenance Management 
  • Driving Behavior Analysis and Predicting 
  • Usage-based Insurance (UBI)
  • Fleet Management
  • Wearables ​
  • Traffic Simulation 

• Artificial Intelligence

  • Time Series Forecast 

  • Transfer Learning
  • Active Learning
  • Fuzzy Neural Network
  • Deep Learning with Attention 
  • Synthetic Data Generation 

• Cloud Computing & Edge Computing

  • Resource Prediction & Allocation

  • Task & Workload Offloading

• Software Defined Network

  • Programmable Data Plane

  • Programming Protocol-Independent Packet Processors (P4)

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成員 (Members)

• 聯絡人

  • 邱郁靖 (Winnie)  Email: 1092306@mail.mcu.edu.tw​​

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• 專題生

  • 113學年：

    • ​尤紘濬 Jimmy，陳俊任 Kevin，李彥緯 Rex，陳建豪 Nicholas，莊其翰 Delvin： A smart management platform for predicting traffic flow based on integrated time domain and spatial domain graph neural networks (基於整合時域及空域圖神經網絡預測交通流量的智慧管理平台) Adaptive Traffic Management System Model Based On Artificial Intelligence To Predict Traffic Flow

    • 莫震權 Quan，陳其杰 Hugo，趙文魁 Eason，李仲昇Johnson，魏宏恩 Gary： A System of Detection of Fatigue driving and Prediction of Usage-based Insurance Premium based on deep learning (基於深度學習的疲勞駕駛偵測及UBI保費預測系統)

    • Patrick Brandy，Shandy Ivano Santosa，Jerry lin，Brandone Clifford Tjentanukusuma，Winston Susanti： Automobile greenhouse gas emission analysis and prediction system based on deep learning

  • 112學年：

    • ​ANDERSON DANIEL TORRES BERNARDO、藍水晶(SI LVINA) 、蘇瑞登(Rayden) 、柯玲萱、陳明龍（Peter) ：Enhancing Environmental Sustainability and CO2 Footprint Reduction in Event Planning through Machine Learning and Deep Learning Optimization

    • 蕭智強(Jeremy）、郭家穎(Jeffery)、吳芃萱(Cindy))、劉虹伶(Lingling)： Integrating Non-dominated Sorting Genetic Algorithm II and Deep Learning Models for Precise Prediction of Electric Vehicle Battery Health and Efficiency

  • 111學年：

    • ​金洢蔆 、方浩偉、童福勝、Leonard Valentino: Deep Learning-Based Prediction of The Fault and Defect Diagnosis of Battery for Electric Vehicles

    • 柯順韓、吳俊德、陳苡綾、Dulguun Khurelbaatar、林柏廷: Layout optimization of electric vehicle charging infrastructure

  • 110學年：

    • TRAN THI MY NGOC (Patrick)、盧雨辰、白泰綸、塔彌爾(Tamir): My Stay - web-based online hotel reservation app including support of Stripe online payment and AI Dialogflow chat bot

    • 古珮均、戴薇、藍于晴、王杰仁、ARTIT CHOMCHAWA ROJ：An Electric Vehicle Charging Demand Big Data Analysis and Forecasting Platform

  • 109學年

    • 黃文城（Dick Hansel Ryan)、董臻、湯翊倢、王仁和：巨量駕駛行為分析及預測之系統設計與開發​

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獎項 (Awards)

• 2021.07，台灣經濟部工業局的國際學生實務研習實習生 2021 TCA International Trainees 

  • ​學生：JAYSON DE ADA FERNANDEZ (JAYSON)

  • 指導老師：李大衛​

• 2020.10，全國雲端APP行動創意應用競賽 大專組第一名

  • 作品名稱：Food Friend Social System 

  • 學生：徐奕彬、何冠豫、陳新妤 (Kezia Flaviana Irene Tamus)、王詩玲（Bew)

  • 指導老師：林育慶、陳文輝、李大衛​

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