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臺灣科技大學營建管理 PiM Lab Alumni Association

Project ntelligence & Management Research Lab
Engineering Building II: T2-223-4, Taiwan Tech
Phone: (02) 2733-3141 ext. 7577
(臺科大工程二館 T2-223-4 專案智慧與管理研究室)

Urban Disaster Prevention and Protection Project Office
Phone: (02) 2730-3693 (臺科大災害防救深耕計畫辦公室)

 

Advisory Graduate Students (List of Potential Research Topics)

National Digital Library of Theses and Dissertations in Taiwan

Enrolled Year

(入學年)

MS/PhD

(碩/博)

Name

(姓名)

Current Status

(現職)

Research Direction/Thesis

(研究方向/論文題目)

 

-

碩士在職專班

(數名)

TBD - 依工作性質及需求,協助決定實務論文研究主題
 

-

MS or PhD (Int'l) TBD GRA (1)土木營建工程、專案管理及人工智慧相關之研究主題
Civil and Construction Engineering, Project Management, and Artificial Intelligence-Related Research Topics
(2)建築能源管理
Building Energy Management PJM  •  MISO
(3)決策、營建財務管理與金融科技
Decision Making, FinTech and Project Management
2024
(113)
MS TBD GRA Reliability-Based Metaheuristic-Optimized Ensemble Machine/Deep learning for Construction Management/Structural/Geotechnical /Material/Hydraulic/Transportation Engineering Informatics
2024
(113)
MS/PhD 黃茗湘 GRA Auto5S for Construction Financial Investment and Innovative Portfolio Optimization Management (A novel self-tuning social behavior-inspired optimization algorithm for deep learning)
2024
(113)
MS 林定緯 GRA Advanced Engineering Informatics in Project Cost Management (AIoT, edge computing, tinyDLoC, metaheuristic optimization, UAV)
2024
(113)
MS 劉詠杭 GRA Building Energy Management
2024
(113)
碩士在職專班 林家禾 臺北市政府都發局 TBD
2023
(112-2)   Go up
MS Jonathan Wangsawijaya GRA ChatGPT-Boosted Metaheuristic Ensemble Machine/Deep learning for Construction Management
2023
(112-2)
MS Kha Pham GRA Metaheuristic optimized multitask learning for engineering informatics
2023
(112)
MS Ja Krang GRA Multimodal and Multitask Learning for Bridge Deterioration Image Description and Cost Estimation Model
2023
(112)
MS 林美媛 GRA Creative use of ChatGPT in construction finance management
2023
(112)
MS 張家祥 GRA 橋梁劣化檢測
2023
(112)
MS 林子彤 GRA 電腦視覺人工智慧在土木水利工程之應用(黑水虻生長速率辨識於環境復育場之 規劃應用)
2023
(111-2)
MS Nguyen Ngan Hanh GRA Construction Financial Management
2023
(111-2)
PhD  (Int'l) Benjawan Phakdee GRA Beyond what you see: Computer-vision extension in engineering informatics (黑水虻生長速率辨識於環境工程之應用)
2023
(112)
MS 吳緗妤 GRA PJM  •  MISO

校園能源管理優化暨碳盤查系統建置

Power Consumption Forecasting and Management for Development Toward Net Zero Energy Building

2023
(111-2)
PhD  (Int'l) Pham Tran Bao Quyen GRA Real-time Infrastructure Health Monitoring and Maintenance Cost Estimation Using Computer Vision and UAV-Captured Images
2022
(111)

Go up

MS Nader A. Charaf GRA TBD PJM  •  MISO
2022
(111)
碩士在職專班  黃馨慧 富台工程股份有限公司 人工智慧管理領域
2022
(111)
碩士在職專班  姚向容 臺北自來水事業處西區營業分處 人工智慧管理領域
2022
(111)
碩士在職專班  李燕順 威毅營造股份有限公司專任技師兼所長 營建專案投標評估系統
2022
(111)
碩士在職專班  林成學 內政部營建署 TBD
2022
(111)
碩士在職專班  游邵軒  中鼎工程煉油石化部經理 TBD
2022
(111)
MS Reynaldi Tejakesuma GRA PJM  •  MISO
2022
(111)
PhD (Int'l) Stacia Dwi Shenjaya GRA Physics-Informed Machine/Deep learning for Civil Engineering Applications
2022
(111)
MS Dani Nugraha Limantono GRA PJM  •  MISO

校園建築淨零碳排規劃與深度學習能耗預測管理Zero Net Energy Building Management Using Deep Learning Toward a Sustainable University Campus

2022
(111)
PhD (Int'l) Muhammad Nabil Asrar GRA Metaheuristic-optimized multitask learning for bridge health monitoring: Image classification, object detection, and semantic segmentation to automated generation of maintenance cost estimation

Three major deterioration types (1.Concrete structural cracks, 2.Concrete spalling, fragmentation, exposed reinforcement, corrosion, 3.Water seepage, efflorescence damage.); Six main components of a concrete bridge (1. main beams, 2. transverse beams, 3. bridge piers/caps, 4. bridge decks, 5. abutments, 6. retaining walls)

2022
(111)
MS 連哲賢 GRA 搭載無人機空拍框列複合式橋梁下部結構劣化區域之即時電腦視覺目標檢測微型實例分割晶片模組開發

Cost Estimating and Image Database System for Underside Deterioration Maintenance of Steel Bridge

2022
(111)
MS 林亭妤 GRA 開發新型仿生智能優化營建財務決策系統
Bio-Inspired Programming System for Optimizing Construction Financial Decisions
2022
(111)
MS 陳琪蓉 GRA 以腦電信號和眼動特徵建構深度學習預測模型於營建工程場域識別作業隱患

Deep learning images of EEG signals and eye movement characteristics to identify hidden dangers in simulated construction activity

2022
(110-2)
PhD (Int'l) Minh-Hoang Nguyen GRA 建築能耗預測與管理
Forecasting of Building Energy Consumption with HMO Machine Learning (Intelligent ensemble metaheuristics  for solving optimization problems in civil and construction engineering )
2021
(110)   Go up
MS 林楷竣 (畢)

以自適應性風險交易策略建構集成式學習投資組合決策系統
Optimized Machine Learning in Integrated Portfolio Investment: Adaptive Risk Consideration of Trading Strategies

2021
(110)
MS 葉芃承 (畢) 以鑑識科學蒐尋法優化隨機過採樣集成式機器學習技術於土壤及地下水污染整治費申報虛實預測

【產學合作機構:信諾科技

2021
(110)
MS (Int'l) Phan Huy Phuong 崇偉開發建設股份有限公司(畢) Multivariate Time-Series Deep Learning for Deep-Seated Landslide Displacement Forecasting: A Case Study in Lushan, Taiwan

優化改良式深度學習模型評估降雨引致之山坡地深層崩塌影響 (Collaboration with National Chi Nan University)

2021
(110)
MS  (Int'l) Pham Tran Bao Quyen PhD Student at NTUST Multiobjective-optimized construction stock portfolio investment strategy based on profitability prediction
以啟發式人工智慧優選公司財務比率建構季組合週擇時之營建投資策略
專家決策系統
2021
(110)
MS  (Int'l) Nguyen Ngoc Quang 營造公司(畢) Metaheuristic-optimized CNN with machine learning for prediction of regional energy consumption
合體深度網路與機器學習預 測城市區域能耗
2021
(110)
MS 郭品君 中興工程顧問公司(畢) 開發元啟發式新型無人飛行載具智能檢測複合橋梁之劣化維護成本估算系統
Bio-Inspired Optimized tinyDeep Learning by Damage Segmentation to Diagnose Underside Deterioration of Steel Bridge
2020

(109)   Go up

MS 施欣妤 中鼎工程(畢) 遙控無人飛行載具拍攝鋼構橋梁背面板之自動化視覺監督學習鏽蝕劣化區域標註模組
Multi-dimension labeling module for underside of steel bridge deck images taken by unmanned aerial vehicle
2020

(109)

MS 侯佳妘 中興工程顧問公司(畢) 以腦電信號和眼動特徵建構機器學習預測模型於營建工程場域識別作業隱患 Constructing machine learning models based on EEG signals and eye movement characteristics to identify hidden dangers in engineering activity (collaboration with Tsinghua University, China)
2020

(109)

MS 陳鈺萱 中興工程顧問公司(畢) 民營住宅工程分包商施工品質自主管理平台開發之研究
Development of Self-Management Platform for Construction Quality of Private Residential Project Subcontractors
2020

(109)

PhD 劉琦允 NTUST/ASU

(畢)

以電腦視覺結合微型元啟發式優化人工智慧搭載無人機即時檢測橋梁背板劣化維護成本推估系統

Real-time Detection of Underneath Bridge Deck Deterioration and Maintenance Cost Estimation System Integrated with Computer Vision and Metaheuristic-Optimized AI Deployed on UAV

App Designer

2019
(108)   Go up
MS (Int'l) Stela Tjandrakusuma 森業營造(畢) 深度學習模型於預拌混凝土抗壓強度預測能力之研究

Deep Learning Models for Compressive Strength Prediction of Ready-Mixed Concrete

2019

(108)

PhD (Int'l) Asmare Molla Reta PhD Candidate/Lecturer at

Jimma Institute of Technology (JIT)

A self-tuning framework by adopting intelligent agents for developing an enhanced version of optimization algorithm
2019

(108)

MS 陳可恩 中鼎工程(畢) 啟發式演算法優化基本面財務比率投資組合模型:以臺灣上市櫃建設類股與全部類股實證
[App Designer]
2019

(108)

MS 鄭宗棋 (畢) 應用仿生優化深度學習建構都市綠屋頂之植物微生物燃料電池產電預測模式

Applying metaheuristic optimized deep learning to model green energy generation from plant microbial fuel cells App Designer (Collaboration with National Taiwan University)

2019

(108)

MS 陳莉穎 (畢) 用啟發式演算法優化機器學習於預拌混凝土之抗壓強度預測
Nature-inspired metaheuristic optimization of machine learning for prediction of ready-mixed concrete compressive strength
2018

(107)   Go up

MS (Int'l) Misael Algape Construction Co. in Taiwan () Integrating Metaheuristic Optimization Algorithm and Computer Vision Based Deep Learning for Detecting Deflections of Structural Beams
結合電腦
視覺啟發式仿生優化深度學習於結構混凝土梁受地震力之變形預測
2018

(107)

MS 郭慶群 大陸工程 () 仿生智慧優化深度卷積神經網路於住宅區域時序性能耗暨其特徵轉張量影像之預測研析
Encoding time series with features to image-like tensors for metaheuristic-optimized deep learning of energy consumption in residential cities
2018

(107)

MS 鐘珮倫 信諾科技有限公司 () 基於自然語言處理之深度學習模型建立行動疏濬風險聊天機器人
Intelligent Deep Learning-based ChatBot for Risk Management of Dredging Engineering Project
2018

(107)

MS 劉家瑄 台灣自來水公司第十區管理處 () 以電腦視覺及卷積神經網路建構河川疏濬場域運輸卡車車牌即時辨識系統
A real-time identification system for truck license plates in river dredging field with computer vision and deep machine learning
2017

(106)   Go up

MS 張岳庭 光寶科技 (畢) 人工智慧技術於房價預測之比較
Comparison of Artificial Intelligence Techniques in House Price Prediction
2017

(106)

MS (Int'l) Arthur Zadykhanov Co-advise with Institute of Technology Management, NTUST (畢)

 

Monte Carlo Simulation Method as Innovative Approach for Sales Forecast
2017

(106)

MS 許陞銘 信諾科技有限公司
(畢)
利用自動索引程式及人工智慧建立自動化網絡系統預測住宅總用電量
Utilizing Web Crawler and Artificial Intelligence to Build Automatic Web-based System for Predicting Household Electricity Consumption
2017

(106)

PhD

(Int'l)

Nhat D Truong PhD (畢)
Lecturer at Ho Chi Minh City of Architect
, Vietnam
Jellyfish Inspired Optimizer: A novel metaheuristic algorithm for engineering applications
創新啟發式水母演算法於工程優化之應用
2017

(106)

MS 張智斌 (畢) 啟發式演算法優化多重輸出機器學習技術預測台灣營建股價

Metaheuristic-Optimized Multi-Output Machine Learning System for Forecasting Taiwan Construction Stock Price

GUIDE / App Designer

2017

(106)

MS 邱瀅蓁 北市教育局(畢) 河川疏濬工程風險辨識暨知識管理系統設計與開發
Risk Identification of River Dredging Project for Knowledge Management System Design [University-Industry Collaboration Research][產學合作]
2017

(106)

MS 林宜亭 中區公所
(畢)
從住宅部門能源消費態樣研擬節電行動架構之研究
Developing Energy-Saving Action Framework based on Energy Consumption Patterns in Residential Sector
2017

(106)

PhD (Int'l) Ngoc Mai Nguyen 明新科技大學

創新啟發式人工智慧最佳化預測技術於土木工程與管理之應用

Artificial Intelligence Using Novel Metaheuristic Optimization and Predictive Techniques for Civil Engineering and Management

2017

(106)

MS (Int'l) Thi Thuy Linh Le Lecturer, The University of Danang, Vietnam (畢) 滑動視窗暨萬用啟發式優化機器迴歸學習多輸入多輸出模型於貨幣對之預警系統開發

Time-Series Forecasting of Currency Pairs by MIMO SMOF System

2017

(106)

MS 林季葦 台灣中油煉製事業部(桃園廠)(畢) 基於隨機模擬機器學習法建構疏濬工期成本風險預測系統[產學合作]

Stochastic simulation-based machine learning system for duration and cost risk models of river dredging projects [University-Industry Collaboration Research]

2017

(106)

MS 溫婷雅 國立臺灣科技大學
新竹分部
(畢)
公部門私有建築物耐震評估補強補助推動機制研擬 [產學合作]
2016
(105)   Go up
MS (Int'l) Billy Susilo General Manager of

Engineering Consultant Company, Indonesia (畢)

Predicting Bacteria in Freshwater based on Environmental Factors by Machine Learning [Research Collaboration with Professor at Grad Institute of Environ Engr, NTU  Related to AI on ENV and PPCPs]
2016
(105)
碩士在職專班 張育秀 大陸工程

股份有限公司(畢)

都市更新關鍵成功因素探討:以新北市住宅重建為例

Critical Success Factors of Urban Renewal: Case study of residential reconstruction in the
New Taipei City

2016
(105)
碩士在職專班 葉宗達 中鼎工程

股份有限公司(畢)

台灣離岸風電興建暨營運階段風險管理之研究

Research on Risk Management of Offshore Wind Power Construction and Operation Stage in Taiwan

2016
(105)
MS (Int'l) Son Duc Tran (畢) Time Series Analysis using Machine Learning Techniques for Energy Consumption Patterns in Residential Buildings (以機器學習分析透天住宅能耗之時間序列態樣)
2016
(105)
MS 吳昀臻 (畢) 台灣住商混合型建築結構側推模擬與耐震評估補強成本效益分析
2016
(105)
MS (Int'l) Ngoc-Son Truong Lecturer at Danang University of Science and Technology (畢) Cloud Computing System of Energy Use Patterns for Monitoring and Alerting Power Consumption
2016
(105)
MS (Int'l) Lucia Dewi Santoso General Manager

PT. Gemilang Makmur Jaya Raya, Indonesia
 (畢)

Probabilistic Machine Learning Model: Extended Monte Carlo Simulation for Solving Geotechnical Engineering Problems
2016
(105)
MS (Int'l) Yonatan Che

(吳永禎)

Construction Manager at CTCI Vietnam Co., Ltd(畢)

Development of Metaheuristic Optimization-based Machine Learning System for Solving Multi-output Engineering Applications
2016
(105)
MS 沈孟璇 盛德營造

股份有限公司 (畢)

居家用電雲端監測系統暨便捷人工智慧預測技術之行動應用程式開發[產學合作研究案]
2016
(105)
MS 陳詩云 根基營造 (畢) 基於台灣高速鐵路旅客廣義費用建構營運商年度利益最大化之雙層規劃模型
 
2015
(104)   Go up
MS 張人傑 中鼎工程股份有限公司/煉油石化事業專案管理部 (畢) 臺灣私有建築物耐震補強經費供需模型及配套措施研議 [產學合作研究案]
2015
(104)
MS在職專班 洪宏儒 國防部工營中心 颱風特徵與歷史災害情資建立應變決策智能模型
2015

(104)

MS (Int'l) Ha Son Hoang CTCI Group in Taiwan

土建設計部 ()

Assessing Quality of Water in Taiwan Reservoirs by Machine Learners (Research Collaboration with Professor at Taipei Tech)

2015

(104)

MS 簡雅苓 磐誠工程顧問公司 (畢) 基於空間壓縮台灣高速鐵路旅客旅行時間價值建構合理化變量票價模型
2015

(104)

MS (Int'l) Trang Thi Phuong  Pham Lecturer, The University of Danang, Vietnam (畢) Performance comparison of metaheuristic-optimized least squares support vector machines for multi-class classification in civil engineering applications
2015

(104)

MS 周厚任 義力營造
(畢)
不動產交易實價之迴歸模型建構
Regression Models for Real Estate Price
2015
(104)
MS (Int'l)  Kha Thi Nguyen Korea Interior Design Company Located in Ha Noi Capital  (畢) 滑動視窗暨萬用啟發式優化機器迴歸學習模型於營建企業遠期股價預警系統開發;公開資訊觀測站

Optimized Machine Learning Regression System for Efficient Forecasting of Construction Corporate Stock Price

2015

(104)

MS 林冠宇 中鼎工程公司

(專案管理部門)(畢)

風機塔柱受強風傾倒觸發機制暨其風險防阻措施之研究 [產學合作研究案]
2015
(104)
MS 楊畯棋 中鼎工程基礎及環能工程事業部 (畢) 以監測資料探勘渦卷式壓縮機性能之便捷人工智慧預測技術

Applying Monitoring Data to Evaluate Performance of Scroll Compressor by Agile Artificial Intelligence Forecasting Technology [產學合作研究案]

2014
(103)   Go up
MS (Int'l) Ha Thi Thu Truong Lecturer at The University of Danang, University of Science and Technology, Vietnam

(畢)

Sliding-Window Forecasting of Foreign Exchange Rates with Nature-Inspired Metaheuristic Optimization-based Least Squares Support Vector Regression [University-Industry Collaboration Research]
2014

(103)

MS (Int'l) Julian Pratama Putra Thedja Director of Miyamoto International
(畢)

Nature-Inspired Metaheuristic Support Vector Classification System for Enhanced Prediction in Geotechnical Engineering

2014

(103)

MS 陳律名 in UK 應用資料探勘技術推估公路工程專案合理工期 [產學合作研究案]
2014

(103)

MS 廖軒晨 中鼎工程煉油石化工程部專案管理組 (畢) 工程專案品質管理資訊系統設計與開發 [產學合作研究案]
2014

(103)

MS (Int'l) Jeffisa Delaosia Kosasih Traveloka in Indonesia (畢) Web-based metaheuristic optimization within machine learning system: Design, implementation and practice
2014
(103)
MS 許馨庭 中鼎工程 (畢) 結合無線藍牙感測與視覺化指引之火災動態救援路線最佳化

Real-time Fireman Rescue Route Optimization Integrated with Bluetooth Sensors and Visual System in a University Building

2014

(103)

MS 崔嘉琪 長榮航空 (畢) 自回歸啟發式優化機器學習於大學研究空間之智慧電網空調耗能預測 [產學合作研究案] [University-Industry Collaboration Research]
2013

(102)   Go up

MS在職專班 鄭翊蓁 in UK

NA

2013
(102)

PhD 呂學穎 桃園縣消防局 無線感測技術與火災模擬軟體即時救災資訊系統之研發
 

2013
(102)

MS在職專班 蕭景華 根基營造

職安室經理 (畢)

建築資訊模型對於營建產業之效益探討
2013
(102)
PhD (Int'l) Ngoc-Tri Ngo  Vice Dean, Faculty of Project Management, Danang Univ., Vietnam

(畢)

Smart Grid Data Analytics for Predicting Building Energy
Consumption Using Sliding Window Metaheuristic
Optimization-based Machine Learning

2013
(102)

MS (Int'l) Gabriele Theodora Leatemia CECI in Indonesia (畢) Exploring Factors for Ex-Post Evaluation Framework of Public-Private Partnership Infrastructure Projects in Indonesia
2013

(102)

MS (Int'l) Dac-Khuong Bui Ph.D. Program, Civil Engineering, The University of Melbourne, Australia (畢) Nature-Inspired Metaheuristic Support Vector Regression System for Civil Engineering Managers
2013

(102)

MS (Int'l) Dinar Pramudawarhani  DANONE (畢) Key Drivers, Critical Success Factors and Risk Allocation for Public-Private Partnership Infrastructure Project: Comparisons between five countries
2013

(102)

MS 魏如伶 互助營造 (畢) 應用結構方程模式評估災害防救計畫執行滿意度與事後績效 (Applying Structural Equation Modeling to Evaluate Disaster Prevention and Mitigation Project Satisfaction and Ex-post Performance)
2013

(102)

MS 林婕嫈 日月光半導體 (畢) 應用人工智慧啟發式演化組合技術推估纖維加勁土壤之剪力強度參數  Application of Artificial Intelligence Techniques to Predict Peak Shear Strength Property of Fiber-Reinforced Soil
2013

(101)

MS 林國泰 新北市土城區公所 (畢) 應用結構方程模式探討智慧電表居家採用意向之實證研究

Empirical Study of Residential Smart Meter Adoption Using Structure Equation Modeling

2013

(101)

MS (Int'l) Astin Prinawati -

Cross national comparison of perceived BIM technology acceptance and effectiveness for construction professionals

2012

(101)   Go up

MS (Int'l) Jusieandra Pribadi Pampang in Indonesia (畢) Predicting Tensile Loads in Reinforcement for Geosynthetic-Reinforced Soil Structures by Evolutionary Metaheuristic Intelligence Model
2012

(101)

MS (Int'l) Khiet Thanh Ung Hoa Binh Construction and Real Estate Corporation in Vietnam (畢) Cross-county study of consumer acceptance for smart meter applications in residential buildings
201

(101)

MS (Int'l) I Gusti Ayu Novi Yutami Head for Bali & Nusa Tenggara Area at Schindler Group (畢) Investigating consumer adoption propensity of smart meter applications in residential buildings
2012

(101)

MS 郭文華 - 智慧電表居家採用意向之影響因子探討
2012

(101)

MS 蔡佩妤 德春營造

股份有限公司 (畢)

從旅客面探討臺灣與韓國高速鐵路永續經營策略
2012

(101)

PhD 林致緯 Ph.D. Candidate/台灣世曦公司 雲端物聯網設備監測平台建構及大數據分析
2012

(101)

MS 任廷程 臺北市政府

新建工程處 (畢)

臺北市災害防救深耕教育訓練事後學習成效影響因素探討
2012

(100)

PhD (Int'l) Abdi Suryadinata Telaga Lecturer in Indonesia (畢) A Warning System for Energy Consumption and Anomaly Detection
2011

(100)   Go up

MS 吳家輝 (畢) 都會社區防災理論與實踐:成功因素探討
2011

(100)

PhD (Int'l) Anh-Duc Pham Dean, Faculty of Project Management, Danang University of Science and Technology, Vietnam (畢) HYBRID SWARM INTELLIGENCE-BASED SYSTEM TO EVALUATE FORECASTING APPLICATIONS IN CIVIL ENGINEERING AND MANAGEMENT
2011

(100)

MS 李振銘 弘盛建設 (畢) 臺北市複合性災害潛勢分析與避難能量決策資訊
2011

(100)

MS 邱繼弘 遠東集團 (畢) 公共建設審核機制質性探討與流程再造
2011

(100)

MS (Int'l) Nelly Irawan in Indonesia (畢) Exploring the Influence of Project Management Knowledge on Construction Project Success: A cross country study
2010

(99)   Go up

MS在職專班 張毓珍 中國蘇州--遠東資源開發股份有限公司 (畢) 資料探勘技術應用於促參履約爭議之研究
2010

(99)

MS 葉冠志 龍寶建設

股份有限公司 (畢)

建築物生命周期之環境成本分析-混凝土預鑄與場鑄工法之比較
2010

(99)

MS 葉竣賓 營造公司主任 (畢) 從旅客觀點探討影響高速鐵路營運績效構念暨其中介與調節效果
2010

(99)

MS 黃一桂 (畢) 風力發電機葉片受強風侵襲之表層破損機制與風險防阻
2010

(99)

MS (Int'l) Citra Satria Ongkowijoyo Ph.D. Program, Civil Engineering, The University of Melbourne, Australia (畢) Risk-based Group Decision Making Using Stochastic Graphical Matrix Model for Energy Scheme Selection
2010

(98)

MS 陳冠宇 台電北區施工處 公寓大廈物業管理
2010

(98)

五年學碩士MS 許瑜倩 公司執行長 (畢) 應用資料探勘技術預測冷凍設備性能
2009

(98)   Go up

MS 楊仲均 台灣積體電路製造股份有限公司 - TSMC (畢) 專案管理技術應用對工程實務績效、業主滿意度與專案成功之影響
2009

(98)

MS 司徒穎霜 影視多媒體 (畢) 都會區颱洪與坡地災害潛勢界定:以台北市為例
2009

(98)

MS 倪貞業 - Graphical Matrix Approach with Stochastic Process for Project Decision Making
2008

(97)   Go up

MS (Int'l) Le Thanh Son Construction engineer at DAEWOO ENGINEERING AND CONSTRUCTION (畢) Application of Stochastic Multi-Objective PSO for Sustainable Flexible Pavement Design
2008

(97)

MS 涂莞庭 Planning & Scheduling Engineer at Project Management Office, L&K ENGINEERING CO., LTD, Canada (畢) 再生能源基礎設施災損鑑識與防災策略:以台中港區風力發電機組為例
2008

(97)

MS 歐奈錡 - Confirmatory Analysis of PMBOK on Project Success
2008

(97)

MS 王鑫 稻田營造有限公司
(畢)
橋梁工程決標金額模擬之建構與應用
2007

(96)   Go up

MS 邵繼堯 資訊業工程師 (畢) 應用人工智慧於預測橋樑工程決標金額之研究
2006

(95)   Go up

EMBA 吳丞傑 鼎新電腦 副總經理 (畢) ERP軟體開發時 程影響因子探討與預測模型建構:以 D 公司為例
2006

(95)

EMBA 洪志豪 矽品精密工業 (畢) ERP系統整合成功模式之研究-使用A廠牌ERP之製造業為例
2006

(95)

高階EMBA 林哲宏 Hardware Co., Ltd. (China) (畢) 論製造業運用實獲值管理技術–以鞋類大底廠為例
2006

(95)

MBA 葉昀佩 - 運用因素分析與羅吉斯模式探討高速鐵路服務品質與旅客忠誠度
2006

(95)

MBA 顏銘建 (畢) 工程專案成本模擬之建構與應用
2006

(95)

MBA 馬珮瑩 (畢) 從高速鐵路營運探討服務品質與旅客搭乘滿意度之關係
2005

(94)   Go up

MBA 曹佑任 (畢) 柔性鋪面養護初期成本估算之案例式推理專家系統發展與研究
2005

(94)

MBA 曾憲政 中華電信研究員 (畢) 專案成本預估模式建構與資料倉儲系統發展之研究
2005

(94)

EMBA 蔡福章 康揚輔具 (畢) 資料探勘在醫療產業之應用-以輪椅產品為例
2005

(94)

EMBA 張良吉 東捷科技 (畢) 薄膜液晶面板設備成本推估模式建構:以G公司為例
2005

(94)

EMBA 廖國良 亞聯通信科技 總經理 (退休) 實獲值管理於專案管理之應用研究-以A公司石化建廠工程為例

 

College Students (大學部實務專題)    Go up

實務專題方向
大數據分析在技術服務的市場需求調查
人工智慧在物聯網數據的應用實作
都市災害防救規劃與實踐
促進民間參與公共工程與管理
永續建築生命週期成本評估系統之研發與模擬
工程保險與災損鑑識
基礎設施營運績效評估:顧客關係管理與滿意度指標建立
人工智慧與資料探勘
專案決策、風險分析與可靠度
多變量分析、結構方程模式與其在專案管理之應用

 

Full-Time Research Assistant (專任研究助理)    Go up

Year

(學年)

Name

(姓名)

Research Area/Specialty

(研究領域/專長)

2012 (101) 廖翊如 台北市地震、颱洪、土石流、坡地災害調查、災害潛勢分析與短、中、長期策略研擬
2012 (101) 張幼昀 災害防救教育訓練課程規劃、學術研討會
2012 (101) 邵繼堯 台北市地震、颱洪、土石流、坡地災害調查、災害潛勢分析與短、中、長期策略研擬
2010-2012

(99-101)

林粲翎 防救災體系強化(I)、防災應變演練、兵推、災害防救教育訓練課程規劃、災害潛勢評估系統
2010-2012

(99-100)

陳穎 災害防救教育訓練課程規劃、學術研討會
2010-2012

(99-101)

林晏妃 社區防災規畫與推動、 臺科大綜合行政
2011-2012 (100-101) 李冠群 評鑑事宜、駐市府與臺科大行政防災地圖、災害潛勢評估系統
2010-2011 (99-100) 許瑋珊 防災地圖、市府綜合行政、地震災害潛勢分析
2010-2011

(99-100)

蔡孟儒 都市複合性災害潛勢評估與防災作業、研究助理、研究室行政事宜
2011 (100) 邱冠彰 災害防救作業與資訊整合平台建構
2010

(99)

涂莞庭 颱洪與坡地災害潛勢分析、災害防救深耕計畫、學術研究
2010

(99)

王文靜 防救災應變強化(II)、防災應變演練、兵推
2010

(99)

宋佳穎 災害潛勢評估系統、市府綜合行政
2010 (99) 蔡欣恬 台北市避難收容能量調查、市府綜合行政
2010 (99) 李穆 應變體系強化、疏散避難演練、兵棋推演
2010 (99) 吳政諭 颱洪、土石流、坡地災害潛勢分析
2009 (98) 高宜婕 工程規劃與成本模擬、研究事務處理

 

Equip & Lab Facilities    Go up

  • Decision Tools Suite Industrial-Academic Single User License x 2 sets: @RISK, Evolver, NeuralTools, PrecisionTree, RISKOptimizer, StatTools, TopRank
  • SPSS Clementine (英文教育版-全模組)
  • PASW Modeler (全模組) [Now IBM SPSS MODELER]
  • SPSS AMOS (英文教育版)
  • SPSS Statistics (教育版)
  • SigmaPlot x 1 set
  • MATLAB x 2 sets
  • XMind Pro
  • Data Mining - Open Source/Pay-Per-Use Software (WEKA; R-Project; RapidMiner; Microsoft Azure Machine Learning Studio; Google Cloud Platform; Python)
  • Partitioned Workstation x 14 cells
  • Desktop Computer × 15 sets
  • Notebook x 8 sets
  • Synology Data Server x 3 sets
  • IBM Computer Server x 1 set
  • HP Laser Color Printer x 3 sets
  • HP Laser Printer x 1 set
  • FUJI XERON Printer x 1 set
  • High-Speed Scanner
  • Wireless NEC Projector + Audio System
  • Wireless Router
  • Lab Smart Meter x 3 sets
  • Residential House Smart Grid Monitoring System x 1 set
  • Monitoring Sensors (CO/CO2/Temp/Humidity/Lux) x 2 set
  • iPad x 2 & Apple TV Box
  • Apple Mac Air
  • Acer Aspire
  • Smart Touch Phone for APPs and Cloud Server x 2
  • Surface Pro 4

 

Recent Technical Products    Go up

  •  優化深度卷積神經網路預測住宅區域能耗 (共同開發者:郭慶群

    Residential Energy Forecasting by Metaheuristic Optimized Convolutional Neural Networks[WEKA; Anaconda; Python; MATLAB Codes; JSO]

  • 【以啟發式演算法優化電腦視覺深度學習檢測循環荷載下結構樑的撓度】 (共同開發者:Misael Algape Karundeng)

    Integrating Metaheuristic Optimization Algorithm and Computer Vision Based Deep Learning for Detecting Deflections of Structural Beams Under Cyclic Loads [MATLAB Codes; JSO]

  • 【疏濬工程分險分析及風險事件查詢聊天機器人系統】 (共同開發者:鍾珮倫)

    Dredging project risk analysis and risk event inquire chat robot system[Anaconda; Python; Keras; TensorFlow; Line ; LINE bot designer; Line message API; Flask; Ngrok; BERT]

  • 【河川疏濬場域運輸卡車車牌即時辨識系統】 (共同開發者:劉家瑄)

    Constructing a Real-Time License Plate Recognition System for Transport Trucks in River Dredging Areas [Anaconda; Python; Keras; TensorFlow]  

  • 【啟發式演算法優化多重輸出機器學習技術預測台灣營建股價】(共同開發者:張智斌

    Metaheuristic-Optimized Multi-Output Machine Learning System for Forecasting Taiwan Construction Stock Price

    [MATLAB Codes; GUIDE / App Designer; FBI]

  • 【 自動網絡索引及人工智慧系統預測住宅總用電量】 (共同開發者:許陞銘) 

    Automated machine-learning forecast system of electricity demand based on web scraping

    [Anaconda; Python; MATLAB Codes; Brackets; XAMPP]

  • 【不動產交易實價推估系統】 (共同開發者:張岳庭)

    Machine learning models for early estimates of real estate price [MATLAB Codes; WEKA]

  • 【生物啟發水母多目標優化演算法】 (共同開發者:Nhat D Truong)

    Multi-objective Metaheuristic Optimizer Inspired by Behavior of Jellyfish [MATLAB Codes] 

  • 【生物啟發水母單目標優化演算法】 (共同開發者:Nhat D Truong)

    Single-objective Metaheuristic Optimizer Inspired by Behavior of Jellyfish [MATLAB Codes] 

  • 疏濬工程成本工期風險推估123 (共同開發者: 林季葦; Serena Hung)

    Dredging Engineering Project Risk Analysis & Evaluation 123

    [Software Package; Python]

  • 【 疏濬工程風險管理知識平台】 (共同開發者:邱瀅蓁)

    Dredging Engineering Project Risk Management Plaftform

    [Software Package; Python and MySQL]

  • 【智慧機器學習平台】 (共同開發者:Nhat D Truong)

  • iML  [Software Package; MATLAB Codes]

  • 【鑑識調查啟發式優化演算法】 (共同開發者:Ngoc-Mai Nguyen)

  • FBI inspired meta-optimization 

    [Software Package; MATLAB Codes]

  • 【質群演算法最佳化多重輸入多重輸出機器學習預測系統】 (共同開發者:Yonatan Che)

  • MIMO Particle swarm optimized least squares support vector regression system  

    [Software Package; MATLAB Codes]

  • 【改良式螢火蟲演算化優化類神經網路專家系統】

     (共同開發者:Dac-Khuong Bui, Tuan Nguyen, H. Nguyen-Xuan, Tuan Duc Ngo)

    MFA-ANN expert system [Software Package; MATLAB Codes]

  • 【台灣水庫水質預測系統】 (共同開發者:Ha Son Hoang)

  • MFA-LSSVR System for Reservoir Water Quality Prediction

    [Software Package; MATLAB Codes]

  • 【啟發式機器學習多重輸出分類系統】 (共同開發者:Trang Thi Phuong Pham)

  • Metaheuristic Machine Learning-based Multi-Classification System [Software Package; MATLAB Codes]

      • 系統成功驗證應用於波蘭礦坑隧道地震顛簸資料、美中台三地土壤液化潛能資料、台灣水庫水質分類預測、義大利鋼板生產品質預測、美國佛羅里達都會區土地覆蓋影像資料分類預測                                                                            

        Link of Article (Under Review)

  • 【中小型營造公司營建工程品質管理系統】 (共同開發者:廖軒晨)

  • Construction Quality MIS: Site 1  Site 2 [PHP/JavaScript/MySQL/RWD/Bootstrap]

      • 小型營造公司工程品質管理資訊系統設計及應用 

        Link of Article (In Revision)

  • 【冷凍空調設備雲端監控系統】 (共同開發者:楊畯棋; 恩可語股份有限公司)

  • Cloud Monitoring and Control for Refrigeration System [PHP Codes/MySQL]

      • Smart meter monitoring and data mining techniques for predicting refrigeration system performance

        Link of Article 1

      • Nature-inspired metaheuristic multivariate adaptive regression splines for predicting refrigeration system performance

        Link of Article 2

  • 【雲端仿生啟發演化式集群智慧最佳化機器學習預測系統】                            

    (共同開發者:Jeffisa D. Kosasih)

  • NiMOPS Cloud Analytics: Site 1  Site 2  Site 3 [JAVA/JavaScript/NetBeans/Apache Tomcat/MATLAB Compiler/SFALSSVR/SFALSSVM/LSSVR/LSSVM]

      • 系統成功驗證應用於義大利鋼板生產品質預測、葡萄牙自然森林公園大火預警偵測、Boston房價預測、臺灣混凝土試體塌度預測

        Link of Article (Under Review)

  • 【小型商用空間能耗預警系統】 (共同開發者:Abdi Suryadinata Telaga)

  • PiM Power Consumption Early Warning System: Site 1  Site 2 [R/JavaScript/MySQL/RWD]

  • 【仿生啟發演化式時間序列滑動視窗預測系統:應用於工程匯率、營建股價、那斯達克加權指數、標普500指數預測】

  • Sliding-window Metaheuristic Optimization-based Forecast (SMOF) System

      • Forward Forecast of Stock Price Using Sliding-window Metaheuristic-optimized Machine Learning Regression

        [Software Package; Sliding-window MetaFA-LSSVR MATLAB Codes / Sliding-window LSSVR MATLAB Codes] (共同開發者:Kha Thi Nguyen)  

        Link of Article (Under 2nd Review)

  • 【結合整合移動平均自回歸與仿生啟發演化機器學習預測建築空調智慧電網用電量】 (共同開發者:崔嘉琪)

  • ARIMA-MetaFA-LSSVR Model to Predict the Electricity Consumption of Smart Grid-Based Air Conditioners [MATLAB Codes]

      • Hybrid of ARIMA and Optimized Machine Learning Models to Forecast Electricity Consumption of Smart Grid-based Air Conditioners in an Office Space

        Link of Article

  • 【以季節性整合整合移動平均自回歸及生啟發演化機器學習預測透天住宅大樓用電量】(共同開發者:Ngoc-Tri Ngo)

  • SARIMA-MetaFA-LSSVR Model to Forecast Energy Consumption of Residential Building [MATLAB Codes]

      • Time series analytics using sliding window metaheuristic optimization-based machine learning system for identifying building energy consumption patterns   

        Link of Article 1

      • Smart grid data analytics framework for increasing energy savings in residential buildings

        Link of Article 2

  • 【改良式螢火蟲群體最佳化演算法結合最小平方支持向量機器學習優化多維度結構工程設計問題】 (共同開發者:Ngoc-Tri Ngo)

  • MetaFA-LSSVR Model for Engineering Design

  • 【改良式螢火蟲群體最佳化演算法結合最小平方支持向量機器學習於結構工程之應用】

    (共同開發者:Ngoc-Tri Ngo)

  • SFA-LSSVR System for Engineering Prediction

  • 【仿生啟發演化式機器學習迴歸系統:平台界面設計、實踐及其工程應用】             

    (共同開發者:Dac-Khuong Bui)

  • Nature-Inspired Metaheuristic Regression System

    [Software Package; SFA-LSSVR MATLAB Codes / LSSVR MATLAB Codes]

      • Nature-Inspired Metaheuristic Regression System: Programming and Implementation for Civil Engineering Applications   

        Link of Article 1

      • Shear Strength Prediction in Reinforced Concrete Deep Beams Using Nature-Inspired Metaheuristic Support Vector Regression                                  

        Link of Article 2

  • 【仿生啟發演化式機器學習分類系統:平台界面設計、實踐及在大地工程之應用】     

    (共同開發者:Julian Pratama Putra Thedja)

  • Nature-Inspired Metaheuristic Classification System [Software Package; Binary SFA-LSSVM MATLAB Codes / LSSVM MATLAB Codes]

      • 地盤改良度預測、坑道震波預測、土壤液化潛勢判定、邊坡坍滑預警          

        Link of Article

  • 仿生啟發演化式機器學習迴歸演算於土木大地工程之應用】                     

    (共同開發者:Jusieandra Pribadi Pampang; Anh-Duc Pham)

  • SAFCAS Model for Optimal Engineering Prediction [MATLAB Codes]

      • 建築能耗預測、營建材料強度推估、鋼筋混凝土剪力強度估算、橋梁沖刷深度預警、鋪面路基土壤彈性模數推測                                                                    

        Link of Article 1

      • 加勁擋土牆內地工合成材張力強度預測                                                            

        Link of Article 2

  • 【仿生啟發式群體最佳化演算法】(共同開發者:Anh-Duc Pham)

  • SAFCA for Engineering Optimization [MATLAB Codes]

      • Smart Artificial Firefly Colony Algorithm-Based Support Vector Regression for Enhanced Forecasting in Civil Engineering

        Link of Article

  • 【以基因演算化優化支持向量迴歸機器學習模式】 (共同開發者:Anh-Duc Pham)

  • GA-SVR Model for Optimal Engineering Prediction [MATLAB Codes]

  • 【人工智慧萬用啟發式組合模型】 (共同開發者:Ngoc-Tri Ngo; Anh-Duc Pham)

  • Meta Ensembles of Artificial Intelligence Models for Engineering Applications        

    [WEKA / CLEMENTINE]

  • 【人工智慧萬用啟發式組合模型】 (共同開發者:林婕嫈)

  • Meta Ensembles of Artificial Intelligence Models for Engineering Applications         

    [IBM SPSS Modeler Codes]

      • 啟發式演化組合模型預測離散纖維加勁土壤之剪力強度參數     

         Link of Article

  • 【探索式結構方程模型工程建設績效評估】 (共同開發者:Gabriele Theodora Leatemia)

  • Exploratory Factor Model for [IBM SPSS Codes]

      • Critical Process and Factors for Ex-Post Evaluation of Public-Private Partnership Infrastructure Projects

        Link of Article

  • 【結構方程模型成功影響因子辨識】 (共同開發者:Dinar Pramudawarhani)

  • Structural Equation Model [IBM SPSS AMOS Codes]

      • Key Drivers and Critical Success Factors for Public-Private Partnership Infrastructure Project  

        Link of Article

  • 【結構方程模型防災績效評估】 (共同開發者:任廷程、魏如伶)

  • Structural Equation Model 

      • Structural analysis of the relationships between implementing tasks and ex-post effectiveness for disaster mitigation practice in Taipei City                   

        Link of Article 1 [IBM SPSS AMOS Codes]

      • Ex-post evaluation of preparedness education in disaster prevention, mitigation and response                                                          

        Link of Article 2 [IBM SPSS AMOS Codes]

  • 【結構方程模型科技接受度跨國評估】                                                

    (共同開發者:I Gusti Ayu Novi Yutami; Khiet Thanh Ung; 林國泰)

  • Structural Equation Model for Technology Acceptance of Smart Grid                  

    [IBM SPSS AMOS Codes]

      • Cross-country review of smart grid adoption in residential buildings           

        Link of Article 1

      • Smart meter adoption and deployment strategy for residential buildings in Indonesia

        Link of Article 2

  • 【結構方程模型專案管理知識體系及營建專案管理成功關連性分析】             

    (共同開發者:楊仲均、Nelly Irawan)

  • Structural Equation Model of Project Management Knowledge on Construction Project Success [IBM SPSS AMOS Codes]

      • Project Management Knowledge of Construction Professionals: Cross-Country Study of Effects on Project Success  

        Link of Article 1

      • Evolutionary optimization of model specification searches between project management knowledge and construction engineering performance          

        Link of Article 2

      • Project Management Knowledge and Effects on Construction Project Outcomes: An Empirical Study    

        Link of Article 3

  • 【結構方程模型社區大廈管理滿意度分析】 (共同開發者:陳冠宇)

  • Structural Equation Model for Condominium Property Satisfaction Management         

    [IBM SPSS AMOS Codes]

      • Enhancement of condominium management based on the effect of quality attributes on satisfaction improvement

        Link of Article 1

      • Elucidating how service quality constructs influence resident satisfaction with condominium management

        Link of Article 2

  • 【結構方程模型高速鐵路服務品質及滿意度分析:台灣及跨國性探討】                   

    (共同開發者:馬珮瑩、葉竣賓、蔡佩妤) [IBM SPSS AMOS Codes]

  • Structural Equation Model for Operations Quality of High Speed Rail

      • Influential constructs, mediating effects, and moderating effects on operations performance of high speed rail from passenger perspective                                          

        Link of Article 1

      • Deploying effective service strategy in the operations stage of high-speed rail   

        Link of Article 2

      • A structural equation analysis of the QSL relationship with passenger riding experience on high speed rail: An empirical study of Taiwan and Korea         

        Link of Article 3

      • Longitudinal assessment of high-speed rail service delivery, satisfaction and operations: A study of Taiwan and Korea systems                                               

        Link of Article 4

  • 【隨機性多準則最佳化質群演算法於永續工程設計之應用】(共同開發者:Le Thanh Son)

  • Stochastic Multi-Objective PSO Algorithm for Sustainable Engineering Optimization

  • 【網際網路案例式推理平台公路興建及維護成本推估】

  • Web-based Case-Based Reasoning System for Highway Projects [PHP / MySQL]

      • Web-based CBR system applied to early cost budgeting for pavement maintenance project        

        Link of Article

  • 【初期道路工程興建及維護成本推估系統】(共同開發者:曾憲政)

  • Preliminary Cost Estimation System for Highway Maintenance Projects in Taiwan    [Software Package]

      • Establishing expert system for prediction based on the project-oriented data warehouse                                                                     

        Link of Article

  • 【線上初期道路工程興建專案及維護成本推估平台】

  • Internet-based Preliminary Cost Estimation System for Highway Project [PHP / MySQL]

      • Internet-based preliminary highway construction cost estimating database   

        Link of Article

  • 【初期道路工程興建專案及維護成本推估系統】

  • Preliminary Cost Estimate System for Highway Projects [Software Package]

      • Quantity-Based Approach to Preliminary Cost Estimates for Highway Projects

        Link of Article