研究領域

Research Interests

  • 複雜系統
  • Complex systems
  • 非線性動力學
  • Nonlinear dynamics
  • 人工智慧
  • Artificial intelligence
  • 資訊安全
  • Information security

研究計畫

Research Grants

計畫主持人

Principal Investigator

2026–27
非線性複雜科學系統之人工智慧自動發現與穩健控制方法
國家科學及技術委員會・新進人員研究計畫（個別型）NSTC
NSTC 115-2222-E-163-001
Artificial Intelligence Methods for Autonomous Discovery and Robust Control of Nonlinear Complex Scientific Systems
National Science and Technology Council · Early-Career Research Project (Individual Grant)NSTC
NSTC 115-2222-E-163-001

期刊論文

Journal Publications

代表性論文Selected Publications
Huang, G.-C. (2026). Large-scale modal depletion and strain-gradient amplification precede palinstrophy bursts in two-dimensional forced Kolmogorov flow. Physics of Fluids, 38(10), 105132. https://doi.org/10.1063/5.0354966
SCIENSTC 115-2222-E-163-001
Huang, G.-C. (2026). Robust stabilization of fractional spatiotemporal chaos via model-free deep reinforcement learning. Physical Review E, 113(4), 044202. https://doi.org/10.1103/t7s9-bv79
SCIE
Huang, G.-C. (2026). CIP-BaseX: A lightweight RFC 4648-compatible obfuscation layer against IoT payload fingerprinting. IEEE Internet of Things Journal, 13(13), 28573–28586. https://doi.org/10.1109/JIOT.2026.3684991
SCIEEI
其他近期論文Additional Publications
Huang, G.-C. (2026). Hybrid quantum architecture search for compact diagnostic surrogates of early-time scrambling signatures in hyperchaotic systems. Physica Scripta, 101(29), 296008. https://doi.org/10.1088/1402-4896/ae8ac9
SCIE
Huang, G.-C. (2026). AI-assisted inverse discovery of 3D/4D multi-scroll attractors and fractional-order robustness assessment. Physica Scripta, 101(14), 145214. https://doi.org/10.1088/1402-4896/ae58ff
SCIE
早期論文Earlier Publications 2024–2025
Huang, G.-C., & Lai, T.-H. (2025). Legacy code, live risk: Empirical evidence of malware detection gaps. Applied Sciences, 15(22), 11862. https://doi.org/10.3390/app152211862
SCIEEI
Huang, G.-C. (2025). Efficient parameter search for chaotic dynamical systems using Lyapunov-based reinforcement learning. Symmetry, 17(11), 1832. https://doi.org/10.3390/sym17111832
SCIE
Huang, G.-C., Chang, K.-C., & Lai, T.-H. (2025). Evading antivirus detection using fountain code-based techniques for executing shellcodes. Sensors, 25(2), 460. https://doi.org/10.3390/s25020460
SCIEEI
Huang, G.-C., Chang, K.-C., & Lai, T.-H. (2024). Chaotic-based shellcode encryption: A new strategy for bypassing antivirus mechanisms. Symmetry, 16(11), 1526. https://doi.org/10.3390/sym16111526
SCIE

受邀演講

Invited Talks

2026.11.26
題目待公布
國立臺北科技大學 資訊工程系
Title forthcoming
Department of Computer Science and Information Engineering, National Taipei University of Technology
2026.09.23
From Cybersecurity to AI for Science: Using, Discovering, and Controlling Chaos
國立清華大學 資訊工程學系
From Cybersecurity to AI for Science: Using, Discovering, and Controlling Chaos
Department of Computer Science, National Tsing Hua University
2026.04.17
Deep Reinforcement Learning for Chaotic Dynamical Systems
國防大學理工學院 資訊工程系
Deep Reinforcement Learning for Chaotic Dynamical Systems
Department of Computer Science and Information Engineering, Chung Cheng Institute of Technology, National Defense University

研究生論文指導

Graduate Supervision

共同指導教授

Co-Supervisor

2026
以Mask R-CNN為基礎之手套缺陷實例分割與邊界精度提升研究
國防大學理工學院 · 資訊工程碩士班 · 碩士論文
A Study on Glove Defect Instance Segmentation and Boundary Precision Enhancement Based on Mask R-CNN
Chung Cheng Institute of Technology, National Defense University · Master's Thesis
2026
不同規模大型語言模型於通訊協定模糊測試之比較研究：以 RTSP 為例
國防大學理工學院 · 網路安全碩士班 · 碩士論文
Benchmarking Large Language Models of Varying Scales for Network Protocol Fuzzing: A Case Study on RTSP
Chung Cheng Institute of Technology, National Defense University · Master's Thesis

學歷

Education

2025
博士，資訊工程
國防大學理工學院 國防科學研究所 資訊工程組
博士論文
Ph.D. in Computer Science and Information Engineering
School of Defense Science, Chung Cheng Institute of Technology, National Defense University
Dissertation
2019
碩士，自動化科技
國立臺北科技大學 自動化科技研究所
碩士論文
M.S., Automation Technology
Graduate Institute of Automation Technology, National Taipei University of Technology
Thesis
2014
學士，資訊工程
國防大學理工學院 資訊工程學系
B.S., Computer Science and Information Engineering
Chung Cheng Institute of Technology, National Defense University

工作經歷

Work Experience

2025.08–
2025.08–
助理教授
中國科技大學 資訊工程系
Assistant Professor
Dept. of Computer Science & Information Engineering, China University of Technology
2024–25
助理教授級專業技術人員
中國科技大學 資訊工程系
Assistant Professor-Rank Specialist
Dept. of Computer Science & Information Engineering, China University of Technology
2022–24
處長、技術長、資安長
台灣資安鑄造股份有限公司
Director, CTO, CISO
Taiwan Cyber Security Foundry Company
2021–22
助理研究員
國家中山科學研究院 資訊安全中心
Assistant Researcher
Information Security Center, National Chung-Shan Institute of Science and Technology
2020
資訊安全顧問
凌群電腦股份有限公司
Cybersecurity Consultant
SYSCOM Group
2015–19
資訊網路官（中尉至上尉）
國防部資通電軍指揮部 網路戰聯隊
Network Officer (Lieutenant to Captain)
Cyber Warfare Wing, Information, Communications and Electronic Force Command, R.O.C. Armed Forces
2014–15
程式設計官（少尉）
空軍通信航管資訊聯隊
Software Officer (Second Lieutenant)
Communications, Air Traffic Control & Information Wing, R.O.C. Air Force

教學

Teaching

115 學年度 上學期Fall 2026 2026 Fall115-1
  • 數位鑑識 新竹
  • 資訊安全 新竹
  • 機器學習應用 新竹
  • 計算機組織 新竹
  • 資料科技與運用 新竹
  • Digital Forensics Hsinchu
  • Information Security Hsinchu
  • Machine Learning Applications Hsinchu
  • Computer Organization Hsinchu
  • Data Technology and Applications Hsinchu
114 學年度 下學期Spring 2026 2026 Spring114-2
  • 網路概論 新竹
  • 網路規劃設計 新竹
  • Python 程式語言 台北
  • Python 程式語言實務 台北
  • Computer Networks and the Internet Hsinchu
  • Network Planning and Design Hsinchu
  • Python Programming Language Taipei
  • Python Programming in Practice Taipei
114 學年度 上學期Fall 2025 2025 Fall114-1
  • 無線與行動網路概論 新竹
  • 網路概論 台北
  • 無線通訊與網路安全技術 台北・碩士班
  • 資訊安全導論 台北・碩士班
  • Introduction to Wireless and Mobile Networking Hsinchu
  • Computer Networks and the Internet Taipei
  • Wireless Communications and Network Security Taipei · M.S.
  • Introduction to Information Security Taipei · M.S.
113 學年度 下學期Spring 2025 2025 Spring113-2
  • APPs 安全檢測 台北・新竹
  • 軟體測試 台北・新竹
  • Apps Security Testing Taipei · Hsinchu
  • Software Testing Taipei · Hsinchu
113 學年度 上學期Fall 2024 2024 Fall113-1
  • 網際網路與網頁安全 新竹
  • 網站安全防護實務 台北
  • 物聯網系統整合應用 台北・碩士班
  • 資訊安全導論 台北・碩士班
  • Internet and Website Security Hsinchu
  • Web Application Security Practice Taipei
  • Smart Applications and IoT System Integration Taipei · M.S.
  • Introduction to Information Security Taipei · M.S.