國科會計畫 

• 115-2222-E-163-001 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

研究成果 

• 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 [SCI Expanded] [NSTC 115-2222-E-163-001]

• 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 [SCI Expanded]

• 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. http://doi.org/10.1109/JIOT.2026.3684991 [SCI Expanded]

• 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 [SCI Expanded]

• 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 [SCI Expanded]

• 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 [SCI Expanded, EI]

• 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 [SCI Expanded]

• 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 [SCI Expanded, EI]

• 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 [SCI Expanded]

審稿期刊

• Advances in Differential Equations and Control Processes.

• Arabian journal of mathematics 

• Cognitive neurodynamics 

• Computers & security 

• Computers, materials & continua 

• Discover analytics

• Discover Artificial Intelligence

• Discover computing

• IEEE access

• IEEE systems journal

• IEEE transactions on reliability

• International journal of information security 

• Journal of computer virology and hacking techniques

• Journal of King Saud University. Computer and information sciences

• Machine learning 

• Mathematics 

• Nonlinear dynamics 

• Physica scripta 

• Scientific reports 

• Symmetry 

• Wireless networks 

經歷 

• 台灣資安鑄造股份有限公司/處長、技術長、資安長

• 國家中山科學研究院資訊安全中心/助理研究員

• HITCON DEFENSE 2019及2021紅隊及出題員

• 國防大學理工學院資訊工程學系/兼任講師

• 凌群電腦股份有限公司/資訊安全顧問

• 國防部資通電軍指揮部網路戰聯隊/資訊網路官

• 空軍通信航管資訊技術暨訓練中心/程式設計官

榮譽事蹟 

• 2020 IoT Sandbox漏洞挖掘競賽 第一名

• 2019 教育部第三屆台灣好厲駭 優異獎