Shao-Hung Cheng

Electrical and Electronic Engineering Department,

Chung Cheng Institute of Technology (CCIT),

National Defense University,

Taoyuan, Taiwan

Shao-Hung Cheng (鄭紹宏)

Associate Professor (副教授)

Office:

研究大樓(研307)

Phone:

886-3-3805526 ext.10

886-930-895893

Email:

locoling@gmail.com

locoling@ccit.ndu.edu.tw

Work Experience

Associate Professor (副教授)： 2023/08/01 ~ Now
Assistant Professor (助理教授)： 2019/04/01 ~ 2023/07/31

Deputy Team Leader of Artificial Intelligence Team (人工智慧小組副組長)： 2025/01/01 ~ Now
Member of Unmanned Vehicle Research Center (無人載具研究中心委員)： 2023/11/01 ~ Now
Member of Career Development Center (職涯發展中心委員)： 2024/02/01 ~ Now
Course Coordinator for General Physics (普通物理課程召集人)： 2023/08/01 ~ Now

Awards

2025/04：Best Paper Award, IEEE 5th International Conference on Electronic Communications, Internet of Things and Big Data (ICEIB), 2025. (IEEE國際電子通訊、物聯網與大數據會議 - 最佳論文獎)

題目：Real-Time UAV Flight Optimization Through AI-Powered Depth Estimation and Path Planning

2025/03：Potential Award, The 2nd Defense Application UAV Challenge. (第2屆國防應用UAV挑戰賽 - 潛力獎)
2025/01：Best Paper Honorable Mention, Taiwan Telecommunications Annual Symposium, 2025 (全國電信研討會 - 佳作獎)

題目：基於微都卜勒特徵的輕量化AI無人機與鳥類識別技術

2024/09：Excellent Teacher, CCIT, National Defense University. (國防大學理工學院 - 優良教師)

2024/04：Best Paper Award, IEEE 4th International Conference on Electronic Communications, Internet of Things and Big Data (ICEIB), 2024. (IEEE國際電子通訊、物聯網與大數據會議 - 最佳論文獎)

題目：DDPG-driven RIS-assisted Data Acquisition with a Solar Powered Multi-Rotor UAV

2024/01：Best Paper Award, Taiwan Telecommunications Annual Symposium, 2024 (全國電信研討會 - 最佳論文獎)

題目：多無人機通訊網路之效率與安全：基於輕量區塊鏈認證的聯邦學習

2023/09：Excellent Tutor, CCIT, National Defense University. (國防大學理工學院 - 優良導師)

Education

Ph.D., in Electrical and Computer Engineering, National Chiao-Tung University, Taiwan, Dissertation: Data-Driven Resource Management for Dynamic Small Cells, Advisor: Li-Chun Wang (IEEE Fellow), (2014/09-2018/08).

Interests

Artificial Intelligence
Edge-AI Computing for UAV
B5G/6G wireless networks
Antenna Design

Machine Learning and Edge Computing (MLEC) LAB

機器學習暨邊緣計算實驗室 (研307)

AI Cross-Domain Innovative LAB

人工智慧跨域創新實驗室 (禹232、禹236) since 2025

Cross-field AI innovative applications include::

Communication: Used to optimize data transmission efficiency and communication quality.
Control: Used to improve precise control of robots, drones and other automated equipment.
Vision: used in fields such as image recognition, object detection and autonomous obstacle avoidance.
Information security: Strengthen network security, protect data privacy and prevent network attacks.
Radar: Used to improve radar signal processing and target recognition capabilities.
Antenna: Used in antenna design and optimization to improve the transmission range and quality of wireless signals.

Research Project

[11] Research Center of Advanced Sensing and Precision Manufacturing (1/2) (前瞻感測與精密製造技術學研中心), NSTC (國科會), 114-2217-E-002-031, Project Co-PI (共同主持人), 2025/07-2026/06 (執行中)

[10] Next-Generation Communication B5G/6G Ultra-Wideband Tight-Configuration Multi-Antenna Design Research (次世代通訊B5G/6G超寬頻緊密配置多天線設計研究), NSTC (國科會), 114-2221-E-606-006, Project Co-PI (共同主持人), 2025/08-2026/07 (執行中)

[9] AI Applied to Radar Micro-Duplex Image Enhancement and Target Recognition and Classification Accuracy (AI應用於雷達微督普勒圖像強化目標識別與分類精度), SOIC (船舶中心), Project Co-PI (共同主持人), 2025/03-2025/12 (執行中)

[8] Research Center of Advanced Sensing and Precision Manufacturing for Cluster Unmanned Vehicle (叢集無人載具之前瞻感測與精密製造技術學研中心), NSTC (國科會), 113-2218-E-002-032, Project Co-PI (共同主持人), 2025/02-2025/09 (執行中)

[7] Next-Generation Space-Aerial-Ground-Sea Integrated Network: Seamless Green Communication and Intelligent Edge Computing Technology (下世代「太空-空中-陸地-海洋」整合網路：無縫綠能通訊暨智慧邊緣計算技術), NSTC (國科會), 113-2221-E-606-007, Project PI (計畫主持人), 2024/08-2025/07 (已結案)

[6] Highly Integrated MIMO Broadband Antenna Arrays for 5G/B5G Terminals and Access Points 5G/B5G (5G/B5G終端與小型基站高度整合之MIMO寬頻陣列天線技術研究), NSTC (國科會), 113-2221-E-606-006, Project Co-PI (共同主持人), 2024/08-2025/07 (已結案)

[5] 112年國科會專題研究計畫主持人 2023/08-2024/07 (NSTC 112-2221-E-606-011 已結案)

Autonomous Small Multi-rotor UAV Platform: Lightweight Monocular Depth Estimation and Instant Waypoint Decision Technology

自主小型多旋翼無人機平台：輕量化單目深度估測暨即時航點決策技術

[4] 111年科技部專題研究計畫主持人 2022/08-2023/07 (MOST 111-2221-E-606-004 已結案)

Security and Energy-Saving for Internet of Drones: BlockchainBased Federated Learning Technology

通訊安全與智慧節能的無人機互聯網：基於區塊鏈的聯邦學習技術

[3] 110年科技部專題研究計畫主持人 2021/08-2022/07 (MOST 110-2221-E-606-010 已結案)

Joint Energy Harvesting and Resource Allocation Design for Reconfigurable Intelligent Surface-Assisted Internet-of-Drones

可重構智慧表面輔助無人機互聯網：能量獲取暨資源配置技術

[2] 財團法人國防工業發展基金會共同主持人 2020/08-2021/07 (已結案)

國軍噪音作業場域之噪音量測與人員聽力檢測:國造聽力防護具之研發

子計畫五 - 具抗干擾及保密功能之數位化通訊耳罩研究

[1] 108年科技部專題研究計畫(兩年期)主持人 2019/10-2021/07 (MOST 108-2218-E-606-003-MY2 已結案)

Proactive Intelligent Resource Allocation Technologies for Dynamic Aerial Small Cells

主動式智能資源配置技術於動態空中小型基地台之研究

On-going Papers

[5] S. H. Cheng*, J. Y. Nieh, and C. C., Hsu, “Lightweight AI Architecture for UAVs and Birds Recognition Based on Micro-Doppler Signatures,” in preparation.

[4] S. H. Cheng*, S. C. Chen, and C. H. Chang, “Miniaturized and Low-Profile Multi-Antenna Designs for Wi-Fi 6E Applications,” in preparation.

[3] H. T. Chung, S. H. Cheng*, Y. J. Chen and L. C. Wang, “Toward Efficient and Trustworthy Edge AI: A Blockchain-Based Federated Learning Framework with Differential Privacy and Zero-Knowledge Proofs," submitted to IEEE Journal on Selected Areas in Communications. (SCIE; IF 17.2; Q1) (Under Review).

[2] S. H. Cheng*, Xin-Lin Wu, and Nian-Shen Hong , “Wideband Low-Profile Square Patch Antenna with Corner Feeding for 5G Mobile Terminal Applications ,” submitted to IEEE Transactions on Antennas and Propagation. (SCIE; IF 5.8; Q1) (Under Review)

[1] S. H. Cheng*, S. C. Chen, and H. H. Ko, “Wideband Square-Ring Patch Antenna with Coupled Feeds for 5G MIMO Systems,” submitted to Microwave and Optical Technology Letters. (SCIE; IF: 1.2) (Under Review)

Journal Publication

Impact Factor and Ranking score are from JCR 2024

11 Journal Papers: 8 First/corresponding author

[11] S. H. Cheng*, S. C. Chen, and W. Y. Huang, “Low-Profile MIMO Trapezoidal Patch Antenna for 5G Wideband Mobile Antenna Application,” IEEE Antennas and Wireless Propagation Letters, Dec. 2024. (SCIE; IF: 4.8; Q1)

[10] H. T. Chung, L. C. Wang, and S. H. Cheng*, “The Efficiency and Security of Multi-Unmanned Aerial Vehicle Communication Networks: Federated Learning based on Lightweight Blockchain,” International Journal of Electrical Engineering, June 2024.

[9] S. H. Cheng*, S. C. Chen, Y.-J. Chen, and C.-L. Liu, “Compact Asymmetric T-Feed Closed-Slot Antennas for 2.4/5/6 GHz WiFi-7 MIMO Laptops,” Electronics 13(13), June 2024. (SCIE; IF: 2.6; Q2)

[8] S. H. Cheng*, S. C. Chen, C. S. Wu, and J. Y. Nieh, “Application of Switchable 4G/5G Dual Antenna System for Laptops,” IET Microwaves Antennas & Propagation, vol. 18, no. 2, pp. 116 - 127, Dec. 2023. (SCIE; IF: 1.7)

[7] C. C. Lin, S. H. Cheng*, S. C. Chen and C. S. Wei, “Compact Sub 6 GHz Dual Band Twelve-Element MIMO Antenna for 5G Metal-Rimmed Smartphone Applications,” Micromachines 14(7), July 2023. (SCIE; IF: 3.0; Q2)

[6] S. C. Chen, C. S. Wu, S. H. Cheng*, and C. C. Lin, “Compact Sub 6 GHz Slot Multiantenna System for 5G Laptops,” Micromachines 14, no. 3: 626, March, 2023. (SCIE; IF: 3.0; Q2)

[5] S. H. Cheng*, Y. T. Shih, and K. C. Chang, “Proactive Power Control and Position Deployment for Drone Small Cells: Joint Supervised and Unsupervised Learning,” IEEE Access, vol. 9, pp. 126735-126747, Sep., 2021. (SCIE; IF: 3.6; Q2)

[4] S. H. Cheng*, J. L. Liu and L. C. Wang, “Controlling Interference Structure and Transmit Power of Aerial Small Cells by Hybrid Affinity Propagation Clustering and Reinforcement Learning," IEEE Open Journal of Vehicular Technology, vol. 2, pp. 412-418, Sep. 2021. (ESCI; IF: 4.8; Q1)

[3] L. C. Wang, Y. S. Caho, S. H. Cheng and Zhu Han, “An Integrated Affinity Propagation and Machine Learning Approach for Interference Management in Drone Base Stations,” IEEE Transactions on Cognitive Communications and Networking, Special Issue: Evolution of Cognitive Radio to AI-enabled Radio and Networks, Mar., 2020. (SCIE; IF: 7.0; Q1) (Google Citation: 33)

[2] L. C. Wang, and S. H. Cheng, “Data-Driven Resource Management for Ultra-Dense Small Cells: An Affinity Propagation Clustering Approach,” IEEE Transactions on Network Science and Engineering, vol. 6, no. 3, pp. 267 - 279, July, 2019. (SCIE; IF: 7.9; Q1) (Google Citation: 71)

[1] L. C. Wang, and S. H. Cheng, “Self Organizing Ultra-Dense Small Cells in Dynamic Environments: A Data-Driven Approach,” IEEE Systems Journal, vol. 6, no. 2, pp. 1397 - 1408, June, 2019. (SCIE; IF: 4.4; Q1)

International Conference Publication

[9] S. H. Cheng*, Kai-Hung Lin, and Jhen-Deng Syu, “Lightweight Monocular Depth Estimation and D3QN-based Obstacle Avoidance for UAV,“ The 23rd IEEE International Conference on Pervasive Intelligence and Computing (PICom 2025), Oct., 2025. (Accessed).

[8]Hao-Tse Chung, Shao-Hung Cheng*, Yu-Jia Chen, and Li-Chun Wang, “BZ-BFT: An Efficient and Scalable Consensus Mechanism for Blockchain Federated Learning,” 2025 IEEE Wireless Communications and Networking Conference (WCNC), Mico Milano Congressi, Milan, Italy, March 2025.

[7] Shu-Chuan Chen, S. H. Cheng*, and Yu-Jen Chen, “Compact MIMO Closed-Slot Antennas for 2.4/5/6 GHz Laptops,“ 2024 29th International Symposium on Antennas and Propagation (ISAP), Nov., 2024.

[6] S. H. Cheng*, and H. C. Hsiao, “DDPG-driven RIS-assisted Data Acquisition with a Solar- Powered Multi-Rotor UAV,“ 2024 IEEE 4th International Conference on Electronic Communications, Internet of Things and Big Data (ICEIB), Apr., 2024. (Best Paper Award) .

[5] S. H. Cheng*, Y. T. Shih, and K. C. Chang, “Proactive Deployment of Cache-Enabled Aerial Base Stations for Optimized Energy-Delay Cost,“ IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Sep., 2022.

[4] S. H. Cheng*, Y. S. Caho, L. C. Wang, and A. H. Tsai, “Affinity Propagation Clustering for Interference Management in Aerial Small Cells,” IEEE Asia Pacific Wireless Communications Symposium (APWCS), Aug., 2019.

[3] M. H. Yang, W. P. Chen, A. H. Tsai, and S. H. Cheng, “Coverage Extension with UAV Based on Constrained Uplink and Downlink Phases for Disaster-Resilient Communication Networks,” IEEE Asia Pacific Wireless Communications Symposium (APWCS), Aug., 2019.

[2] Li-Chun Wang, Shao-Hung Cheng*, and Ang-Hsun Tsai, “Data-Driven Power Control of Ultra-Dense Femtocells: A Clustering Based Approach,“ Proceedings of 2017 IEEE Wireless and Optical Communications Conference (IEEE WOCC 2017), April 7-8, 2017, Newark, NJ, USA.

[1] Li-Chun Wang, Shao-Hung Cheng* and Ang-Hsun Tsai, "Bi-SON: Big-Data Self Organizing Network for Energy Efficient Ultra-Dense Small Cells," Proceedings of 2016 IEEE 84th Vehicular Technology Conference (IEEE VTC-Fall 2016), Sep. 18-21, 2016, Montreal, QC, Canada. (Google Citation: 21)

Domestic Conference Publication

[18] 許景淳、鄭紹宏*、聶若鹽，“基於微都卜勒特徵的輕量化 AI 無人機與鳥類識別技術”，2025全國電信研討會，桃園，1月15-16日，2025。 (佳作獎)

[17] 鍾鎬澤、王蒞君、鄭紹宏*，“多無人機通訊網路之效率與安全：基於輕量區塊鏈認證的聯邦學習”，2024全國電信研討會，桃園，1月15-16日，2024。(Best Paper Award)

[16] 鄭紹宏*、林楷紘，“自主小型旋翼無人飛行載具之輕量化單目深度估測技術 ”，2023第32屆國防科技學術研討會，桃園，11月10日，2023。

[15] 楊凱棋、鍾鎬澤、夏合檠、張金海、林宗億、鄭紹宏*、陳昱嘉、王蒞君，“無人機互聯網隱私安全：基於零知識證明的輕量化區塊鏈技術”，2023全國電信年會，桃園，1月16-17日，2023。

[14] 楊家宏、洪慶晟、陳定宇、周峒男、鄭紹宏、謝育立，“負載不均的麥克納姆輪載台軌跡模擬與控制器設計”，第 31 屆國防科技學術研討會，桃園，11月，2022。

[13] 鄭紹宏*、李志國、鄭家棋、陳佑任、許崇宜、陳淑娟，“可切換式4G MIMO 雙天線”，第 31 屆國防科技學術研討會，桃園，11月，2022。

[12] 鄭紹宏*、李志國、魏成祥、林彥丞、許崇宜、陳淑娟，“緊密配置之 Sub-6-GHz 雙頻帶 MIMO 十二天線”，第 31 屆國防科技學術研討會，桃園，11月，2022。

[11] 鄭紹宏*、李志國、魏成祥、柯冠宇、許崇宜、陳淑娟，“緊密配置 WLAN MIMO 雙天線”，第 31 屆國防科技學術研討會，桃園，11月，2022。

[10] 鄭紹宏*、黃政彥、王蒞君，“用於綠能無人機互聯網之先進可重構智慧表面輔助技術”，2022全國電信年會，台北，1月24-27日，2022。

[9] 李志國、鄭紹宏*、陳禹丞、朱家樂、陳淑娟，“緊密配置雙短路迴圈 Sub-6-GHz 雙頻帶 MIMO 四天線，第 30 屆國防科技學術研討"，桃園，11月，2021。

[8] 鄭紹宏*、李志國、林振輝、賴柏勲、朱家樂、陳淑娟，"可緊密、連續配置之 5G 閉槽孔 Sub-6-GHz 八天線系統"，第 30 屆國防科技學術研討會，桃園，11月，2021。

[7] 鄭紹宏*、施彥廷、張克勤，“基於行動預測的能量效率空中基地台管理技術”，2020第29屆國防科技學術研討會，桃園，11月20日，2020。

[6] 鄭紹宏*、蔡昂勳，“無人機小型基地台功率控制與位置移動機制”，2020全國電信年會，高雄，1月14-17日，2020。

[5] 楊明翰, 鄭紹宏, 蔡昂勳，“受限於回程鏈路可靠度之無人機輔助災害復原通訊網路之涵蓋範”，2020全國電信年會，高雄，1月14-17日，2020。

[4] 鄭紹宏*、蔡昂勳、王蒞君，“應用在高能量效率超密集毫微微基地台之非監督式學習功率控制技術”，2018第27屆國防科技學術研討會，桃園，11月23日，2018。

[3] 蔡昂勳、楊明翰、鄭紹宏、謝育立、黃建華，“未來空域通訊網路之機會與挑戰”，2018第27屆國防科技學術研討會，桃園，11月23日，2018。

[2] 蔡昂勳、梁世孟、蔡宗憲、謝育立、鄭紹宏、黃建華，“基於頻譜效率之行動通訊網路中最佳中繼台位置選定之研究”，2018第27屆國防科技學術研討會，桃園，11月23日，2018。

[1] 鄭紹宏*、王蒞君，“巨量資料分析技術於5G Self Organization Network 能量效率改善之研究”，全國電信研討會，桃園，中壢，2015。

U.S. Patent

[1] U.S. Patent : L. C. Wang, and S. H. Cheng*, “Data Driven Management Method and Device of Small Cell Network,” 2019, US Patent, 10,390,312

Taiwan Patent

[1] 中華民國專利：王蒞君、鄭紹宏*，“資料驅動的基站管理方法與裝置，”發明第 I638579 號，10月11日， 2018.

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