5G, Mobility Management, Adaptive Scheduling, Resource Allocation, Wireless Sensors, Crowdsourcing
Neeraj Joshi, Ishan Budhiraja, Deepak Garg, Sahil Garg, Bong Jun Choi*, and Mubarak Alrashoud, “Deep Reinforcement Learning based Rate Enhancement Scheme for RIS Assisted Mobile Users Underlaying UAV,” Alexandria Engineering Journal, vol. 91, no. 1, pp 1–11, Mar. 2024.
Geetanjali Rathee, Akshay Kumar, Sahil Garg*, Bong Jun Choi, and Mohammad Mehedi Hassan, “ART: Active Recognition Trust Mechanism for Augmented Intelligence of Things (AIoT) in Smart Enterprise Systems,” Alexandria Engineering Journal, vol. 80, pp. 417-424, Oct. 2023.
Ishan Budhiraja, Deepak Garg, Ramendra Singh, Sahil Garg, Bong Jun Choi*, Mubarak Alrashoud, “SWIPT and Uplink NOMA Approach for Self Energy Recycling in Full-Duplex enabled D2D Network,” Alexandria Engineering Journal, vol. 90, no. 1, pp. 208-215, Mar. 2024.
Hafiz Suliman Munawar, Junaid Akram, Sara Imran Khan, Fahim Ullah, and Bong Jun Choi*, “Drone-as-a-Service (DaaS) for COVID-19 Self-Testing Kits Delivery in Smart Healthcare Setups: A Technological Perspective,” ICT Express, 2022. (Preprint)
Fahad R. Albogamy, M. A. Aiyashi, Fazirul Hisyam Hashim, Imran Khan, and Bong Jun Choi*, “Optimal Resource Allocation for NOMA Wireless Networks,” Computers, Materials & Continua, 2022. (Accepted)
Arun Kumar, Sharad Sharma, Aman Singh, Ayed Alwadain, Bong Jun Choi*, Jose Manual Brenosa, Arturo Ortega Mansilla, Nitin Goyal*, “Revolutionary Strategies Analysis and Proposed System for Future Infrastructure in Internet of Things,” Sustainability, Special Issue on The Role and Impact of the Internet of Things (IoT) in Sustainable Smart Cities, vol. 14, no. 1, article 71 (36 pages), Dec. 2021.
Ying He, Habib Ullah Khan*, Kai Zhang, Wei Wang, Bong Jun Choi*, Ayman A. Aly, Bassem F. Felemban, Nor Samsiah Sani, Qazwan A. Tarbosh*, and Omer Aydogdu, “D2D-V2X-SDN: Taxonomy and Architecture Towards 5G Mobile Communication System,” IEEE Access, vol. 9, pp. 155507-155525, Nov. 2021.
Mohammed H. Alsharif, Md. Sanwar Hossain, Abu Jahid, Muhammad Asghar Khan, Bong Jun Choi*, and Samih M. Mostafa, “Milestones of Wireless Communication Networks and Technology Prospect of Next Generation (6G)”, CMC-Computers, Materials & Continua, vol.71, no.3, pp. 4803-4818, Jan. 2022.
Himanshi Babbar, Shalli Rani*, Aman Singh, Mohammed Abd-Elnaby, Bong Jun Choi*, “Cloud based Smart City Services for Industrial Internet of Things in Software-Defined Networking,” Sustainability, Special Issue on The Role and Impact of the Internet of Things (IoT) in Sustainable Smart Cities, vol. 13, no.16, article 8910, Aug. 2021.
Fahd N. Al-Wesabi*, Imran Khan, Mohammad Alamgeer, Ali M. Al-Sharafi, Bong Jun Choi, Abdallah Aldosary, and Ehab Mahmood Mohammad, “A Joint Algorithm for Resource Allocation in D2D 5G Wireless Networks,” Computers, Materials & Continua, vol. 69, no.1, pp. 301-317, 2021.
Mohammed H. Alsharif, Kannadasan Raju, Abu Jahid, Mahmoud A. Albreem, Jamel Nebhen, and Bong Jun Choi*, “Long-Term Techno-Economic Analysis on Sustainable and Zero Grid Cellular Base Station,” IEEE Access, vol. 9. pp. 54159-54172, April 2021.
Geetanjali Rathee, Sahil Garg, Georges Kaddoum, and Bong Jun Choi*, “Decision-Making Model for Securing IoT Devices in Smart Industries,” IEEE Transactions on Industrial Informatics, Special Issue on Configuration Security for Industrial Automation and Control Systems, vol. 7, no. 6, pp. 4270-4278, June 2021.
Ahmed Bashar Fakhri, Saleem Latteef Mohammed, Imran Khan, Ali Safaa Sadiq, Basem Alkazemi, Prashant Pillai, and Bong Jun Choi*, “Industry 4.0: Architecture and Equipment Revolution,” Computers, Materials & Continua, vol.66, no.2, pp. 1175-1194, Nov. 2020.
Geetanjali Rathee, Sahil Garg, Georges Kaddoum, Bong Jun Choi*, and M. Shamim Hossain*, “Trusted Computation using ABM and PBM Decision Models for ITS,” IEEE Access, Special Section on Edge Intelligence for Internet of Things, vol. 8, pp. 195788-195798, Oct. 2020.
Geetanjali Rathee, Sahil Garg, Georges Kaddoum, Bong Jun Choi*, and M. Shamim Hossain*, "Trusted Orchestration for Smart Decision-making in Internet of Vehicles," IEEE Acces, Special Section on Lightweight Security and Provenance for Internet of Health Things, vol. 8, pp. 157427-157436, Aug. 2020.
Geetanjali Rathee, Naveen Jaglan, Sahil Garg, and Bong Jun Choi*, and Kim-Kwang Raymond Choo, “A Secure Spectrum Handoff Mechanism in Cognitive Radio Networks,” IEEE Transactions on Cognitive Communications and Networking, Special Issue on AI-Based Licensed/Unlicensed Spectrum Interoperability in Future Mobile Wireless System, vol. 6, no. 3, pp. 959-969, Feb. 2020.
Raya Majid Alsharfa, Saleem Latteef Mohammed, Sadik Kamel Gharghan, Imran Khan, and Bong Jun Choi*, “Cellular-D2D Resource Allocation Algorithm Based on User Fairness,” Electronics, vol. 9, no. 3, article 386 (14 pages), Feb. 2020.
Shancheng Zhao, Jinming Wen*, Shahid Mumtaz, Sahil Garg, and Bong Jun Choi, “Spatially Coupled Codes via Partial and Recursive Superposition for Industrial IoT With High Trustworthiness,” IEEE Transactions on Industrial Informatics, Special Section on Trustworthiness in Industrial IoT Systems and Applications, vol. 16, no. 9, 6143-6153, Jan. 2020.
Duin Baek, Jing Chen, and Bong Jun Choi*, “Small Profits and Quick Returns: An Incentive Mechanism Design for Crowdsourcing under Continuous Platform Competition,” IEEE Internet of Things Journal, vol. 7, no. 1, pp. 349-362, Jan. 2020.
Omar A. Saraereh, Amer Alsaraira, Imran Khan, and Bong Jun Choi*, “Hybrid Energy Harvesting Design for On-body Internet-of-Things (IoT) Networks," Sensors, no. 20 vol. 2, article 407 (17 pages), Jan. 2020.
Thejaswini M and Bong Jun Choi*, “Weighted Adaptive Opportunistic Scheduling Framework for Smartphone Sensor Data Collection in IoT,” KSII Transactions on Internet and Information Systems, vol. 13, no. 12, pp. 5805-5825, Dec. 2019.
Salem Alemaishat, Omar A. Saraereh, Kiftayatullah Bangash, and Bong Jun Choi*, “An Efficient Resource Allocation Algorithm for D2D Communications Based on NOMA,” IEEE Access, vol. 1, pp. 120238-120247, Aug. 2019.
Imran Khan, Joel Rodrigues, Jalal F. Al-Muhtadi, Muhammad Irfan Khattak, Yousaf Khan, Farhan Altaf, Seyed Sajad Mirjavadi, and Bong Jun Choi*, “A Robust Channel Estimation Scheme for 5G Massive MIMO Systems,“ Wireless Communications and Mobile Computing, vol. 2019, article 3469413, Aug. 2019.
Tayyaba Jabeen, Zain Ali, Wali Ullah Khan, Furqan Jameel, Imran Khan, Guftaar Ahmad Sardar Sidhu, and Bong Jun Choi*, “Joint Power Allocation and Link Selection for Multi-Carrier Buffer Aided Relay Network,” Electronics, vol. 8, no. 6, article 686, June 2019.
Md M. Rana, Wei Xiang, Eric Wang, Xuehua Li, and Bong Jun Choi*, “Internet of Things Infrastructure for Wireless Power Transfer Systems,” IEEE Access, vol. 6, pp.19295-19303, Jan. 2018.
Bong Jun Choi, Hao Liang, Xuemin (Sherman) Shen*, and Weihua Zhuang, “DCS: Distributed Asynchronous Clock Synchronization in Delay Tolerant Networks,” IEEE Transactions on Parallel and Distributed Systems, vol. 23, no. 3, pp. 491-504, Mar. 2012.
Bong Jun Choi and Xuemin (Sherman) Shen*, “Adaptive Asynchronous Sleep Scheduling Protocols for Delay Tolerant Networks,” IEEE Transactions on Mobile Computing, vol. 10, no. 9, pp. 1283-1296, Sept. 2011.
Mazhar Ali, Ajit Kumar, and Bong Jun Choi, "Power Quality Forecasting of Microgrids using Adaptive Privacy-Preserving Machine Learning,” Proc. International Workshop on Artificial Intelligence and Industrial Internet-of-Things Security (AIoTS) in conjunction with the International Conference on Applied Cryptography and Network Security (ACNS), Abu Dhabi, UAE, Mar. 2024.
Thejaswini M and Bong Jun Choi, “Mobility Prediction based Scheduling for Large Scale Mobile Crowdsourcing Data Collection,” IEEE GLOBECOM 2019 Workshop on The Advances of the Internet of Things and Cloud for Smart Connected Living, Waikoloa, HI, USA, Dec. 2019.
Md Masud Rana and Bong Jun Choi, “Least Mean Squares Fourth Algorithm for Seismocardiography Signal Detections,” IEEE International Conference on CYBER Technology in Automation, Control, and Intelligent Systems (IEEE-CYBER), Suzhou, China, July 2019.
Md Masud Rana, Amir Shahirinia, and Bong Jun Choi, “Compute Process and Measurement Noise Covariances for Human Motion Estimation: A Kalman Filter Approach with IoT Sensors,” IEEE International Conference on CYBER Technology in Automation, Control, and Intelligent Systems (IEEE-CYBER), Suzhou, China, July 2019.
Duin Back, Jing Chen, and Bong Jun Choi, “Small Profits and Quick Returns: A Practical Social Welfare Maximizing Incentive Mechanism for Deadline-Sensitive Tasks in Crowdsourcing,” Proc. AAAI Conference on Human Computation and Crowdsourcing (HCOMP), Quebec City, Canada, Oct. 2017. (Poster)
Bong Jun Choi and Xuemin (Sherman) Shen, “DSA: Distributed Semi-Asynchronous Sleep Scheduling Protocol for Mobile Wireless Networks,” Proc. IEEE ICC, Kyoto, Japan, June 2011.
Bong Jun Choi and Xuemin (Sherman) Shen, “Distributed Clock Synchronization in Delay Tolerant Networks,” Proc. IEEE ICC, Cape Town, South Africa, May 2010.
Bong Jun Choi and Xuemin (Sherman) Shen, “Adaptive Asynchronous Clock based Power Saving Protocols for Delay Tolerant Networks,” Proc. IEEE GLOBECOM, Honolulu, Hawaii, USA, Nov. 2009.
Bong Jun Choi and Xuemin (Sherman) Shen, “Adaptive Exponential Beacon Period Protocol for Power Saving in Delay Tolerant Networks,” Proc. IEEE ICC, Dresden, Germany, June 2009.
Taehyoun Kim, Bongjun Choi, Hyunho Lee, Hyosoon Park, and Jaiyong Lee, “Virtual-IP Zone Algorithm in IP Micro-Mobility Environments,” Lecture Notes in Computer Science (LNCS) Springer, vol. 3261. pp. 595-604. Oct. 2004.
Taehyoun Kim, Bongjun Choi, Hyunho Lee, Hyosoon Park, and Jaiyong Lee, “An Efficient Mobility Management Scheme in Hierarchical Mobile IPv6,” Lecture Notes in Computer Science (LNCS) Springer, vol. 3262. pp. 125-134. Sept. 2004.
Taehyoun Kim, Hyunho Lee, Bongjun Choi, Hyosoon Park, and Jaiyong Lee, “Dynamic IP-Grouping Scheme with Reduced Wireless Signaling Cost in Mobile Internet,” Lecture Notes in Computer Science (LNCS) Springer, vol. 3126. pp. 67-78. Sept. 2004.
Taehyoun Kim, Hyunho Lee, Bongjun Choi, Hyosoon Park, and Jaiyong Lee, “Dynamic IP-Grouping Scheme for Efficient Mobility Management in the IP-based Wireless Network,” Proc. ITC-CSCC (International Technical Conference on Circuits / Systems, Computers and Communications), Sendai, Japan, July 2004.
Bongjun Choi, Taehyoun Kim, and Jaiyong Lee, “An Efficient and Scalable Domain-based Approach to Support Multicast Source Mobility in Mobile Internet,” Proc. JCCI (Joint Conference of Communications and Information), Jeju, Korea, Mar. 2004.
Taehyoun Kim, Hyosoon Park, Sunghoon Yoon, Bongjun Choi, and Jaiyong Lee, “Fast Handoff Protocol using Pre-Cache Method in the IP-Based CDMA Cellular Network,” Proc. CIC (International Conference on Cellular and Intelligent Communications), Seoul, Korea, Nov. 2003.
최봉준 “사물인터넷에서의 에너지 연구기술 동향 (Recent Research Trends in IoT Energy),” (Korean) 기획칼럼, 주간기술동향 (Weekly Technology Trend), 정보통신산업진흥원 (National IT Industry Promotion Agency), vol. 1805, July 19, 2017.
Distributed Optimization, Demand Response, Transactive Management, Electric Vehicle
Mazhar Ali, Ankit Kumar Singh, Ajit Kumar, Saqib Kazmi, and Bong Jun Choi*, “Comparative Analysis of Data-Driven Algorithms for Building Energy Planning via Federated Learning,” Energies, Special Issue on Artificial Intelligence in Energy Management II, vol. 16, no. 1, article 6517 (18 pages), Sept. 2023.
Ajit Kumar, Neetesh Saxena, Souhwan Jung, and Bong Jun Choi*, “Improving Detection of False Data Injection Attack using Machine Learning with Feature Selection and Oversampling,” Energies, Special Issue on Machine Learning and Data Mining Applications in Power Systems, vol. 15, no. 1, article 212 (22 pages), 2022.
Fraser Orr, Muhammad Nouman Nafees, Neetesh Saxena*, and Bong Jun Choi, “Securing Publisher-Subscriber in Smart Grid Infrastructure,” Electronics, vol. 10, article 2355 (16 pages), Sept. 2021.
Qinggang Su, Habib Ullah Khan, Imran Khan, Bong Jun Choi, Falin Wue*, and Ayman A. Aly, “An Optimized Algorithm for Optimal Power Flow based on Deep Learning,” Energy Reports, vol. 7, pp. 2113-2124, Nov. 2021.
Qais Alsafasfeh, Omar A. Saraereh, Moath Alsafasfeh, Ayman Maqableh, Imran Khan*, and Bong Jun Choi, “An Efficient Algorithm for Power Flow Optimization in PV Inverters Systems,” Electric Power Components and Systems, Dec. 2020. DOI: 10.1080/15325008.2020.1854373
Syed Saqib Ali and Bong Jun Choi*, "State-of-the-Art Artificial Intelligence Techniques for Distributed Smart Grids: A Review," Electronics - Special Section on Integration of Distributed Intelligent Energy Grid, vol. 9, no. 6, article 1030 (25 pages), June 2020.
Joshua Comden, Tan N. Le, Yue Zhao, Bong Jun Choi, and Zhenhua Liu*, “Geographically Coordinated Primary Frequency Control,” IEEE Transactions on Control of Network Systems, Special Issue on Analysis Control and Optimization of Energy System Networks, vol. 6, no. 3, pp. 1246-1255, Sept. 2019.
Qais Alsafasfeh, Omar A. Saraereh, Imran Khan, and Bong Jun Choi*, “A Robust Decentralized Power Flow Optimization for Dynamic PV System,” IEEE Access, vol. 7, pp. 63789-63800, May 2019.
Md M. Rana, Li Li, Steven W. Su, and Bong Jun Choi*, “Modelling the Interconnected Synchronous Generators and Its State Estimations”, IEEE Access, vol. 6, pp. 36198-36207, May 2018.
Poria Hasanpor Divshali, Bong Jun Choi*, Hao Liang, and Lennart Söder, “Transactive Demand Side Management Program in Smart Grids with High Penetration of EVs,” Energies, Special Issue on Energy Management in Vehicle–Grid–Traffic Nexus, vol. 10, no. 10, article 1630 (18 pages), Oct. 2017.
Tan N. Le, Jie Liang, Zhenhua Liu*, Ramesh K. Sitaraman, Jayakrishnan Nair, and Bong Jun Choi, “Optimal Energy Procurement for Geo-Distributed Data Centers in Multi-Timescale Electricity Markets,” ACM SIGMETRICS Performance Evaluation Review (PER), vol. 45, no. 2, pp. 185-197, Dec. 2017.
Poria Hasanpor Divshali, Bong Jun Choi*, and Hao Liang, “Multi-Agent Transactive Energy Management System Considering High Levels of Renewable Energy Source and Electric Vehicles,” IET Generation, Transmission & Distribution, Special Issue on Smart Grid Voltage Control, vol. 11, no. 15, pp. 3713-3721, Nov. 2017.
[2017.07.26] 산업신문 - IoT 시대, 에너지 수요 최적화 및 효율성 '주목'.
Poria Hasanpor Divshali and Bong Jun Choi*, “Electrical Market Management Considering Power System Constraints in Smart Distribution Grid,” Energies, vol. 9, article 405 (30 pages), May 2016.
Tan N. Le, Bong Jun Choi, and Pradipta De*, “Energy Cost-Aware Scheduling of MapReduce Jobs across Geographically Distributed Nodes,” ACM SIGMETRICS Performance Evaluation Review, vol. 43, no. 3, pp. 44-44. Dec. 2015.
Hao Liang, Bong Jun Choi, Weihua Zhuang, and Xuemin (Sherman) Shen*, “Optimizing the Energy Delivery via V2G Systems Based on Stochastic Inventory Theory,” IEEE Transactions on Smart Grid, vol. 4, no. 4, pp. 2230-2243, Dec. 2013.
Hao Liang, Bong Jun Choi, Atef Abdrabou, Weihua Zhuang, and Xuemin (Sherman) Shen*, “Decentralized Economic Dispatch in Microgrids via Heterogeneous Wireless Networks,” IEEE Journal on Selected Areas in Communications: Smart Grid Communications, vol. 30, no. 6, pp. 1061-1074, July 2012.
Hao Liang, Bong Jun Choi, Weihua Zhuang, Xuemin (Sherman) Shen*, A. S. A. Awad, and Atef Abdrabou, “Multiagent Coordination in Microgrids via Wireless Networks,” IEEE Wireless Communications Magazine - Recent Advances in Wireless Technologies for Smart Grid, vol. 19, no. 3, pp. 14-22, June 2012.
Conferences:
Mazhar Ali, Ajit Kumar, and Bong Jun Choi, "Power Quality Forecasting of Microgrids using Adaptive Privacy-Preserving Machine Learning,” Proc. International Workshop on Artificial Intelligence and Industrial Internet-of-Things Security (AIoTS) in conjunction with the International Conference on Applied Cryptography and Network Security (ACNS), Abu Dhabi, UAE, Mar. 2024.
Ajit Kumar and Bong Jun Choi, “Benchmarking Machine Learning Based Detection of Cyber Attacks for Critical Infrastructure,” International Conference on Information Networking (ICOIN), Jan. 2022.
Sneha Kanchan, Ajit Kumar, Ali Syed Saqib, and Bong Jun Choi, “Group Signature Based Federated Learning in Smart Grids,” International Conference on Signal Processing and Intelligent Systems (ICSPIS), Tehran, Iran, Dec. 2021.
Ajit Kumar, Neetsh Saxena, and Bong Jun Choi, “Machine Learning Algorithm for Detection of False Data Injection Attack in Power System,” International Conference on Information Networking (ICOIN), Jeju, Korea, Jan. 2021. (Best Paper Award)
We apply machine learning algorithms to detect FDIAs in the power system. Several feature selection techniques are explored to investigate the most suitable features to achieve high accuracy.
Muhammad Nouman Nafees, Neetesh Saxena, Pete Burnap, and Bong Jun Choi, “Poster: Impact of Energy Consumption Attacks on LoRaWAN-Enabled Devices in Industrial Context,” ACM Conference on Computer and Communications Security (CCS), Virtual, Nov. 2020.
We show that Long-Range Wide Area Network (LoRaWAN) configurable parameters that are required for applications, like OMS, are susceptible to energy consumption attacks. We implement an attack based on an on-off DoS attack that manipulates the end device to remain in packet retransmission mode for several seconds to consume 92 times more energy due to packet retransmissions.
Neetesh Saxena, Santiago Grijalva, and Bong Jun Choi, “Securing Restricted Publisher-Subscriber Communications in Smart Grid Substations,” Proc. COMSNETS, Bengaluru, India, Jan. 2018.
Neetesh Saxena, Bong Jun Choi, and Santiago Grijalva, “Secure and Privacy-Preserving Concentration of Metering Data in AMI Networks,” Proc. IEEE ICC, Paris, France, May 21, 2017. (IEEE ComSoc Young Professional Best Paper Award)
Neetesh Saxena and Bong Jun Choi, “A Framework for Evaluating Hybrid Intrusion Detection System and Change in Electricity Prices in the AMI Network,” Proc. International Smart Grid Conference (ISGC), Gwangju, Korea, Oct. 2015.
Shinyoung Cho, Bong Jun Choi, “A Privacy-preserving Scheme for Smart Charging in Vehicle-to-Grid Interactions,” Proc. International Smart Grid Conference (ISGC), Gwangju, Korea, Oct. 2015.
Neetesh Saxena, Bong Jun Choi, and Shinyoung Cho, “Lightweight Privacy-Preserving Authentication Scheme for V2G Networks in the Smart Grid,” Proc. IEEE TrustCom, Helsinki, Finland, Aug. 2015.
Shinyoung Cho, Hongwei Li, and Bong Jun Choi, “PALDA: Efficient Privacy-preserving Authentication for Lossless Data Aggregation in Smart Grids,” Proc. IEEE SmartGridComm, Venice, Italy, Nov. 2014.
Qi Li, Hongwei Li, Yi Yang, Hongwei Luo, Bong Jun Choi, and Liang Zhou, “ESO: An Efficient and Secure Outsourcing Scheme for Smart Grid,” Proc. WCSP (International Conference on Wireless Communications and Signal Processing), Hangzhou, China, Oct. 2013.
Hao Liang, Bong Jun Choi, Weihua Zhuang, and Xuemin (Sherman) Shen, “Decentralized Inverter Control in Microgrids Based on Power Sharing Information through Wireless Communications,” Proc. IEEE GLOBECOM, Anaheim, California, USA, Dec. 2012.
Hao Liang, Bong Jun Choi, Weihua Zhuang, and Xuemin (Sherman) Shen, “Towards Optimal Energy Store-Carry-and-Deliver for PHEVs via V2G System,” Proc. IEEE INFOCOM, Orlando, Florida, USA, Mar. 25, 2012. (Best Paper Award Finalist)
Privacy Preservation, Personalization, Group based Mechanisms
Dost Muhammad Saqib Bhatti and Bong Jun Choi*, “Enhancing IoT Healthcare with Federated Learning and Variational Autoencoder,” Sensors, Special Issue on Federated and Distributed Learning in IoT, vol. 24, no. 11, article 3632 (24 pages), June 2024.
Prakhar Consul, Ishan Budhiraja, Deepak Garg, Sahil Garg, Bong Jun Choi*, and Mubarak Alrashoud, “Federated Reinforcement Learning based Task Offloading Approach for MEC-Assisted WBAN-Enabled IoMT,” Alexandria Engineering Journal, vol. 86, no. 1, pp. 56-66, Jan. 2024.
Ajit Kumar, Ankit Kumar Singh, Syed Saqib Ali, and Bong Jun Choi*, “Expand and Shrink: Federated Learning with Unlabeled Data Using Clustering,” Sensors, Special Issue on Federated and Distributed Learning in IoT, Sensors, vol. 23, no. 23, article 9404 (20 pages), Nov. 2023.
Mazhar Ali, Ankit Kumar Singh, Ajit Kumar, Saqib Kazmi, and Bong Jun Choi*, “Comparative Analysis of Data-Driven Algorithms for Building Energy Planning via Federated Learning,” Energies, Special Issue on Artificial Intelligence in Energy Management II, vol. 16, no. 1, article 6517 (18 pages), Sept. 2023.
Abrar Ahmed and Bong Jun Choi*, “FRIMFL: A Fair and Reliable Incentive Mechanism in Horizontal Federated Learning,” Electronics, Special Issue on Data Privacy and Cybersecurity in Mobile Crowdsensing, vol. 12, no. 15, article 3259 (20 pages), July 2023.
Sneha Kanchan, Jun Yong Yoon, Jae Won Jang, and Bong Jun Choi*, “Efficient and Privacy-Preserving Group Signature for Federated Learning,” Future Generation Computer Systems, vol. 147, pp. 93-106, Oct. 2023.
Tae Hwan Yoon and Bong Jun Choi, "Lower-Grade Glioma Segmentation in Dice-Coefficient Cross Entropy Weighted Federated Learning," KICS Winter Conference, Pyeongchang, Korea, Jan. 2024.
Tae Hwan Yoon and Bong Jun Choi, "Stress Affect Detection At Wearable Devices Via Clustered Federated Learning Based On Number of Samples Mahalanobis Distance," Annual Symposium of KIPS, Pyeongchang, Korea, May 2024. (Best Paper Award)
Jun Yong Yoon and Bong Jun Choi, "Privacy-Preserving Federated Learning in Decentralized Environments," Annual Symposium of KIPS, Pyeongchang, Korea, May 2024.
Ankit Kumar Singh, Subeen Choi, and Bong Jun Choi, "Learning Unified and Robust Representations across Various Tasks within a Federated Learning Environment," Annual Symposium of KIPS, Pyeongchang, Korea, May 2024. (Best Paper Award)
Dae Ho Kwon, Ajit Kumar, and Bong Jun ChoiA Method for Enhancing Security in Federated Learning Using Homomorphic Encryption with Key Distribution, Annual Symposium of KIPS, Pyeongchang, Korea, May 2024.
Mazhar Ali, Ajit Kumar, and Bong Jun Choi, "Power Quality Forecasting of Microgrids using Adaptive Privacy-Preserving Machine Learning,” Proc. International Workshop on Artificial Intelligence and Industrial Internet-of-Things Security (AIoTS) in conjunction with the International Conference on Applied Cryptography and Network Security (ACNS), Abu Dhabi, UAE, Mar. 2024.
Syed Saqib Ali, Ajit Kumar, Ankit Kumar Singh, Mazhar Ali, and Bong Jun Choi, “Temporal Adaptive Clustering for Heterogeneous Clients in Federated Learning,” Proc. International Conference on Information Networking (ICOIN), Ho Chi Minh City, Vietnam, Jan. 2024.
Jaewon Jang and Bong Jun Choi, “Personalized Federated Learning via Deviation Tracking Representation Learning,” Proc. International Conference on Information Networking (ICOIN), Ho Chi Minh City, Vietnam, Jan. 2024.
Ajit Kumar and Bong Jun Choi, “Global Model Privacy Protection Mechanism in Federated Learning,” Proc. International Conference on Information Networking (ICOIN), Ho Chi Minh City, Vietnam, Jan. 2024.
Sneha Kanchan, Abdul Rahman, Abrar Ahmed, and Bong Jun Choi, “Group Based Privacy Preserving Incentive Mechanism for Federated Learning,” International Conference on Control, Instrumentation, Energy & Communication (CIEC), Kolkata, India, Jan. 2024.
Jung Ho Sung, Jun Park, Ajit Kumar, Ankit Kumar Singh, Jun Yong Yoon, Jae Won Jang, Bong Jun Choi, "Self-Supervised Federated Learning for Parking Lot Detection (자기주도 연합학습을 이용한 주차 공간 탐지)," 한국통신학회 하계종합학술발표회(KICS Summer Conference), Jeju, Korea, June 2023.
Junyong Yoon, Ajit Kumar, Jaewon Jang, Jaeheon Kim, and Bong Jun Choi, “Privacy-Preserving Pest Detection Using Personalized Federated Learning,” Proc. International Conference on Agriculture-Centric Computation, Chandigarh, India, May 2023.
Abrar Ahmed, Bong Jun Choi, Bizzat Hussain Zaidi, and Abdul Samad, “Sustainable Auction Mechanism for Electricity Markets,” Proc. International Conference on Information Networking (ICOIN), Bangkok, Thailand, Jan. 2023.
Junyong Yoon and Bong Jun Choi, “Privacy-Friendly Phishing Attack Detection using Personalized Federated Learning,” Proc. International Conference on Intelligent Human Computer Interaction (IHCI), Tashkent, Uzbekistan, Oct. 2022.
Ankit Kumar Singh, Ajit Kumar, and Bong Jun Choi, “Privacy-preserving Digital Intervention for Mental Health using Federated Learning,” Proc. International Conference on Intelligent Human Computer Interaction (IHCI), Tashkent, Uzbekistan, Oct. 2022. (Best Paper Award Runner-up)
Abrar Ahmed, Ali Syed Saqib, and Bong Jun Choi, “Incentive Mechanisms in Federated Learning,” International Conference on ICT Convergence (ICTC), Jeju Island, Korea, Oct. 2022.
Ajit Kumar and Bong Jun Choi, “Local Group-based Fast, Efficient, and Accurate Federated Learning: A Review,” International Conference on ICT Convergence (ICTC), Jeju Island, Korea, Oct. 2022.
Thien-Phuc Doan, Bong Jun Choi, and Souhwan Jung, “Random Forest in Federated Learning Setting,” Artificial Intelligence and Cloud Computing Conference (AICCC), Dec. 2022.
Sneha Kanchan and Bong Jun Choi, “An Efficient and Privacy-Preserving Federated Learning Scheme for Flying Ad Hoc Networks,” Proc. IEEE ICC, Seoul, Korea, May 2022.
Sneha Kanchan, Ajit Kumar, Ali Syed Saqib, and Bong Jun Choi, “Group Signature Based Federated Learning in Smart Grids,” International Conference on Signal Processing and Intelligent Systems (ICSPIS), Tehran, Iran, Dec. 2021.
Authentication, Federated Learning, Anomaly Detection
Nii Ayitey Komey, Suzana Brown, and Bong Jun Choi*, “A Data-Driven Assessment of Mobile Operator Service Quality in Ghana,” The Electronic Journal of Information Systems in Developing Countries (EJISDC), article e12312, Dec. 2023.
Neeraj Joshi, Ishan Budhiraja, Deepak Garg, Sahil Garg, Bong Jun Choi*, and Mubarak Alrashoud, “Deep Reinforcement Learning based Rate Enhancement Scheme for RIS Assisted Mobile Users Underlaying UAV,” Alexandria Engineering Journal, vol. 91, no. 1, pp 1–11, Mar. 2024.
Abdallah Abdallah, Mohammed Dauwed, Ayman A. Aly, Bassem F. Felemban, Imran Khan, and Bong Jun Choi*, “An Optimal Method for Supply Chain Logistics Management Based on Neural Network,” Computers, Materials & Continua, vol.73, no.2, pp. 4311-4327, June 2022.
Shaoyu Yang*, Cong Tan, Dag Øivind Madsen*, Haige Xiang, Yun Li, Imran Khan, and Bong Jun Choi*, “Comparative Analysis of Routing Schemes Based on Machine Learning,” Mobile Information Systems, Special Issue on Intelligent Sensing and Communication for Mobile Grid Information Systems, vol. 2022, article 4560072 (18 pages), June 2022.
Ajit Kumar, Neetesh Saxena, Souhwan Jung, and Bong Jun Choi*, “Improving Detection of False Data Injection Attack using Machine Learning with Feature Selection and Oversampling,” Energies, Special Issue on Machine Learning and Data Mining Applications in Power Systems, vol. 15, no. 1, article 212 (22 pages), 2022.
Qinggang Su, Habib Ullah Khan, Imran Khan, Bong Jun Choi, Falin Wue*, and Ayman A. Aly, “An Optimized Algorithm for Optimal Power Flow based on Deep Learning,” Energy Reports, vol. 7, pp. 2113-2124, Nov. 2021.
Geetanjali Rathee, Naveen Jaglan, Sahil Garg, Bong Jun Choi, and Dushantha Nalin K. Jayakody, “Handoff Security using Artificial Neural Networks in Cognitive Radio Networks,” IEEE Internet of Things Magazine, vol. 3, no. 4. pp. 20-28, Dec. 2020.
Syed Saqib Ali and Bong Jun Choi*, "State-of-the-Art Artificial Intelligence Techniques for Distributed Smart Grids: A Review," Electronics - Special Section on Integration of Distributed Intelligent Energy Grid, vol. 9, no. 6, article 1030 (25 pages), June 2020.
Pratik Musale, Duin Baek, Nuwan Werellagama, Simon Woo, and Bong Jun Choi*, “You Walk, We Authenticate: Lightweight Seamless Authentication based on Gait in Wearable IoT Systems,” IEEE Access, vol. 7, pp. 37883-37895, March 2019.
[2018.06.27] 전자신문 - ICT명품인재양성사업 - 잠재의식 고유패턴 이용 사용자 인증기술 개발.
Ankit Kumar Singh, Shankhanil Ghosh, Ajit Kumar, and Bong Jun Choi, “Exploring Multimodal Features to Understand Cultural Context for Spontaneous Humor Prediction,” Proc. International Conference on Intelligent Human Computer Interaction (IHCI), Daegu, Korea, Nov. 2023. (Special Session Award)
Homin Park, Ilho Yun, Ajit Kumar, Ankit Kumar Singh, Dhananjay Singh, Bong Jun Choi, Wesley De Neve, “Towards Multimodal Prediction of Time-continuous Emotion using Pose Feature Engineering and a Transformer Encoder,” International Multimodal Sentiment Analysis Workshop and Challenge (MuSe), ACM International Conference on Multimedia, Lisbon, Portugal, Oct. 2022. (Third Place – Stress)
Ajit Kumar and Bong Jun Choi, “Benchmarking Machine Learning Based Detection of Cyber Attacks for Critical Infrastructure,” International Conference on Information Networking (ICOIN), Jeju Island, Korea, Jan. 2022.
Ajit Kumar, Ankit Kumar Singh, Bong Jun Choi, “Analysis of User Interaction to Mental Health Application using Topic Modeling Approach,” Proc. International Conference on Intelligent Human Computer Interaction (IHCI), Kent, Ohio, USA, Dec. 2021.
Ajit Kumar, Bong Jun Choi, Sandeep Kumar Pandey, Sanghyeon Park, Seongik Choi, Hanumant Singh Shekhawat, Wesley De Neve, Mukesh Saini, SRM Prasanna, and Dhananjay Singh, “Exploring Multimodal Features and Fusion for Time-Continuous Prediction of Emotional Valence and Arousal,” Proc. International Conference on Intelligent Human Computer Interaction (IHCI), Kent, Ohio, USA, Dec. 2021. (Best Session Paper Award)
Ajit Kumar, Neetsh Saxena, and Bong Jun Choi, “Machine Learning Algorithm for Detection of False Data Injection Attack in Power System,” International Conference on Information Networking (ICOIN), Jeju, Korea, Jan. 2021. (Best Paper Award)
We apply machine learning algorithms to detect FDIAs in the power system. Several feature selection techniques are explored to investigate the most suitable features to achieve high accuracy.
Pratik Musale, Duin Baek, and Bong Jun Choi, “Lightweight Gait based Authentication Technique for IoT using Subconscious Level Activities,” IEEE World Forum on Internet of Things (WF-IoT), Singapore, Feb. 2018.
Pratik Musale, Duin Baek, Simon Woo, and Bong Jun Choi, “Lightweight Authentication for IoT,” Proc. ACM CoNEXT, Seoul, South Korea, Dec. 2017. (Student Workshop)
Distributed Authentication, Smart Grid Security, Lightweight Protocol, Biometric Authentication
Geetanjali Rathee, Sahil Garg*, Georges Kaddoum, Bong Jun Choi, Abderrahim Benslimane, and Mohammad Mehedi Hassan, “A Secure and Trusted Context Prediction for Next Generation Autonomous Vehicles,” Alexandria Engineering Journal, vol. 78, no. 1, pp. 131-140, Sept. 2023.
Geetanjali Rathee, Akshay Kumar, Sahil Garg*, Bong Jun Choi, and Mohammad Mehedi Hassan, “ART: Active Recognition Trust Mechanism for Augmented Intelligence of Things (AIoT) in Smart Enterprise Systems,” Alexandria Engineering Journal, vol. 80, pp. 417-424, Oct. 2023.
Shishir Kumar Shandilya, Bong Jun Choi*, Ajit Kumar, and Saket Upadhyay, “Modified Firefly Optimization Algorithm-based IDS for Nature-Inspired Cybersecurity,” Processes, vol. 11, no. 3, article 715 (16 pages), Feb. 2023.
Geetanjali Rathee*, Sahil Garg, Georges Kaddoum, Bong Jun Choi, Mohammad Mehedi Hassan, and Salman A AlQahtani*, “TrustSys: Trusted Decision Making Scheme for Collaborative Artificial Intelligence of Things,” Special Section on Trustworthiness of AI-ML-DL Approaches in Industrial Internet of Things and Applications, IEEE Transactions on Industrial Informatics, vol. 19, no. 1, pp. 1059-1068, Jan. 2023.
Ajit Kumar, Neetesh Saxena, Souhwan Jung, and Bong Jun Choi*, “Improving Detection of False Data Injection Attack using Machine Learning with Feature Selection and Oversampling,” Energies, Special Issue on Machine Learning and Data Mining Applications in Power Systems, vol. 15, no. 1, article 212 (22 pages), 2022.
Fraser Orr, Muhammad Nouman Nafees, Neetesh Saxena*, and Bong Jun Choi, “Securing Publisher-Subscriber in Smart Grid Infrastructure,” Electronics, vol. 10, article 2355 (16 pages), Sept. 2021.
Geetanjali Rathee, Sahil Garg, Georges Kaddoum, and Bong Jun Choi*, “Decision-Making Model for Securing IoT Devices in Smart Industries,” IEEE Transactions on Industrial Informatics, Special Issue on Configuration Security for Industrial Automation and Control Systems, vol. 7, no. 6, pp. 4270-4278, June 2021.
Zhihan Lv*, Liang Qiao, M. Shamim Hossain, and Bong Jun Choi, “Analysis of Using Blockchain to Protect the Privacy of Drone Big Data,” IEEE Network, Feb. 2021.
Geetanjali Rathee, Naveen Jaglan, Sahil Garg, Bong Jun Choi, and Dushantha Nalin K. Jayakody, “Handoff Security using Artificial Neural Networks in Cognitive Radio Networks,” IEEE Internet of Things Magazine, vol. 3, no. 4. pp. 20-28, Dec. 2020.
Rahul Malik, Aditya Khamparia, Sahil Garg, Deepak Gupta, Bong Jun Choi*, and M. Shamim Hossain*, "Reversible Data Hiding and Smart Multimedia Computing Using Big Data in Remote Sensing Systems," IEEE Access, Special Section on Gigapixel Panoramic Video with Virtual Reality, vol. 8, pp. 153546-153560, Aug. 2020.
Suresh Chavhan, Deepak Gupta, Sahil Garg, Ashish Khanna, Bong Jun Choi*, and M. Shamim Hossain*, “Privacy and Security Management in Intelligent Transportation System,” IEEE Access, Special Section on Internet-of-Things Attacks and Defenses: Recent Advances and Challenges, vol 8. pp. 148677-148688, Aug. 2020.
Geetanjali Rathee, Naveen Jaglan, Sahil Garg, and Bong Jun Choi*, and Kim-Kwang Raymond Choo, “A Secure Spectrum Handoff Mechanism in Cognitive Radio Networks,” IEEE Transactions on Cognitive Communications and Networking, Special Issue on AI-Based Licensed/Unlicensed Spectrum Interoperability in Future Mobile Wireless System, vol. 6, no. 3, pp. 959-969, Feb. 2020.
Pratik Musale, Duin Baek, Nuwan Werellagama, Simon Woo, and Bong Jun Choi*, “You Walk, We Authenticate: Lightweight Seamless Authentication based on Gait in Wearable IoT Systems,” IEEE Access, vol. 7, pp. 37883-37895, March 2019.
[2018.06.27] 전자신문 - ICT명품인재양성사업 - 잠재의식 고유패턴 이용 사용자 인증기술 개발.
Neetesh Saxena and Bong Jun Choi*, “Integrated Distributed Authentication Protocol for Smart Grid Communications,” IEEE Systems Journal, vol. 12, no. 3, pp. 2545-2556, Sept. 2018.
Neetesh Saxena and Bong Jun Choi*, “Authentication Scheme for Flexible Charging and Discharging of Mobile Vehicles in the V2G Networks,” IEEE Transactions on Information Forensics and Security, vol. 11, no. 7. pp. 1438-1452, April 2016.
Neetesh Saxena, Bong Jun Choi*, and Rongxing Lu, “Authentication and Authorization Scheme for Various User-Roles and Devices in Smart Grid,” IEEE Transactions on Information Forensics and Security, vol. 11, no. 5. pp. 907-921, Feb. 2016.
Neetesh Saxena and Bong Jun Choi*, “State of the Art Authentication, Access Control, and Secure Integration in Smart Grid,” Energies, vol. 8, no. 10. pp. 11883-11915, Oct. 2015.
Sneha Kanchan and Bong Jun Choi, “An Efficient and Privacy-Preserving Federated Learning Scheme for Flying Ad Hoc Networks,” Proc. IEEE ICC, Seoul, Korea, May 2022.
Ajit Kumar and Bong Jun Choi, “Benchmarking Machine Learning Based Detection of Cyber Attacks for Critical Infrastructure,” International Conference on Information Networking (ICOIN), Jeju Island, Korea, Jan. 2022.
Sneha Kanchan, Ajit Kumar, Ali Syed Saqib, and Bong Jun Choi, “Group Signature Based Federated Learning in Smart Grids,” International Conference on Signal Processing and Intelligent Systems (ICSPIS), Tehran, Iran, Dec. 2021.
Sneha Kanchan and Bong Jun Choi, “Group Signature Based Federated Learning Approach for Privacy Preservation,” Proc. International Conference on Electrical, Computer and Energy Technologies (ICECET), Cape Town, South Africa, Dec. 2021.
Ajit Kumar, Neetsh Saxena, and Bong Jun Choi, “Machine Learning Algorithm for Detection of False Data Injection Attack in Power System,” International Conference on Information Networking (ICOIN), Jeju, Korea, Jan. 2021. (Best Paper Award)
Muhammad Nouman Nafees, Neetesh Saxena, Pete Burnap, and Bong Jun Choi, “Poster: Impact of Energy Consumption Attacks on LoRaWAN-Enabled Devices in Industrial Context,” ACM Conference on Computer and Communications Security (CCS), Virtual, Nov. 2020.
Kyeong Joo Jung, Soung Ho Choi, Bang Hun Lee, Yeon Nam Gung, Jun Seok Kim, Hyung Suk Kim, Ju Seong Han, Tomaspeter Kim, Bong Jun Choi, “POSTER: Undetectable Task Bypassing OS Scheduler via Hardware Task Switching” Proc. ACM Asia Conference on Computer and Communications Security (ASIACCS), Songdo, Korea, June 2018.
Kyeong Joo Jung, Soung Ho Choi, Bang Hun Lee, Yeon Nam Gung, Jun Seok Kim, Hyung Suk Kim, Ju Seong Han, Bong Jun Choi, "Under Cover of Darkness: Hiding Tasks via Hardware," HITBSecConf, CommSec, Amsterdam, Netherlands, April 2018.
Simon S. Woo, Kyeong Joo Jung, and Bong Jun Choi, “Survey on Current Password Composition Policies,” Korean Institute of Information Security and Cryptology Conference (정보보호학회지), vol. 28, no. 1, Feb. 2018.
Pratik Musale, Duin Baek, and Bong Jun Choi, “Lightweight Gait based Authentication Technique for IoT using Subconscious Level Activities,” IEEE World Forum on Internet of Things (WF-IoT), Singapore, Feb. 2018.
Neetesh Saxena, Santiago Grijalva, and Bong Jun Choi, “Securing Restricted Publisher-Subscriber Communications in Smart Grid Substations,” Proc. COMSNETS, Bengaluru, India, Jan. 2018.
Pratik Musale, Duin Baek, Simon Woo, and Bong Jun Choi, “Lightweight Authentication for IoT,” Proc. ACM CoNEXT, Seoul, South Korea, Dec. 2017. (Student Workshop)
Neetesh Saxena, Bong Jun Choi, and Santiago Grijalva, “Secure and Privacy-Preserving Concentration of Metering Data in AMI Networks,” Proc. IEEE ICC, Paris, France, May 21, 2017. (IEEE ComSoc Young Professional Best Paper Award)
Neetesh Saxena and Bong Jun Choi, “A Framework for Evaluating Hybrid Intrusion Detection System and Change in Electricity Prices in the AMI Network,” Proc. International Smart Grid Conference (ISGC), Gwangju, Korea, Oct. 2015.
Shinyoung Cho, Bong Jun Choi, “A Privacy-preserving Scheme for Smart Charging in Vehicle-to-Grid Interactions,” Proc. International Smart Grid Conference (ISGC), Gwangju, Korea, Oct. 2015.
Neetesh Saxena, Bong Jun Choi, and Shinyoung Cho, “Lightweight Privacy-Preserving Authentication Scheme for V2G Networks in the Smart Grid,” Proc. IEEE TrustCom, Helsinki, Finland, Aug. 2015. (Acceptance rate: 28%, 79/278)
Shinyoung Cho, Hongwei Li, and Bong Jun Choi, “PALDA: Efficient Privacy-preserving Authentication for Lossless Data Aggregation in Smart Grids,” Proc. IEEE SmartGridComm, Venice, Italy, Nov. 2014.
Qi Li, Hongwei Li, Yi Yang, Hongwei Luo, Bong Jun Choi, and Liang Zhou, “ESO: An Efficient and Secure Outsourcing Scheme for Smart Grid,” Proc. WCSP (International Conference on Wireless Communications and Signal Processing), Hangzhou, China, Oct. 2013.
Ajit Kumar, Bong Jun Choi, K S Kuppusamy, and G Aghila, “Malware attacks: Dimensions, Impact, and Defenses,” Book chapter in Advances in Nature-inspired Cyber Security and Resilience, Springer, 2022.
Hongwei Li, Haojin Zhu, and Bong Jun (David) Choi, “Guest Editorial: Security and Privacy of P2P Networks in Emerging Smart City,” Peer-to-Peer Networking and Applications, Springer, July 22, 2015. (DOI: 10.1007/s12083-015-0393-4, ISSN: 1936-6442)
Data Analytics
Quoc Duy Vo, Jaya Thomas, Shinyoung Cho, Pradipta De, and Bong Jun Choi, “Next Generation Business Intelligence and Analytics,” Proc. International Conference on Business and Information Management (ICBIM), Barcelona, Spain, Sept. 2018.
* corresponding author