Convergence of Edge Computing and Deep Learning: A Comprehensive Survey
Wang, Xiaofei, Han, Yiwen, Leung, Victor C. M., Niyato, Dusit, Yan, Xueqiang, Chen, Xu·2020·IEEE Communications Surveys & Tutorials
Cited by (1,497)
Items 201–300 of 1,497
- A Systematic Survey of Blockchained Federated LearningZhilin Wang, Qin Hu, Minghui Xu, Zhuang, Yan, Y. Wang, Xiuzhen Cheng · 2021 · arXiv (Cornell University)
- Optimising Deep Learning at the Edge for Accurate Hourly Air Quality PredictionWardana, I Nyoman Kusuma, Gardner, Julian W., Fahmy, Suhaib A. · 2021 · Sensors
- Comparison of deep learning models for predictive maintenance in industrial manufacturing systems using sensor dataWenjun Li, Ting Li · 2025 · Scientific Reports
- Communication-efficient distributed AI strategies for the IoT edgeChristine Mwase, Yi Jin, Tomi Westerlund, Hannu Tenhunen, Zhuo Zou · 2022 · Future Generation Computer Systems
- Disclosing Edge Intelligence: A Systematic Meta-SurveyVincenzo Barbuto, Claudio Savaglio, Min Chen, Giancarlo Fortino · 2023 · Big Data and Cognitive Computing
- STEC-IoT: A Security Tactic by Virtualizing Edge Computing on IoTPeiying Zhang, Chunxiao Jiang, Xue Liang Pang, Yi Qian · 2020 · IEEE Internet of Things Journal
- Deep Meta Q-Learning Based Multi-Task Offloading in Edge-Cloud SystemsNelson Sharma, Aswini Ghosh, Rajiv Misra, Sajal Kumar Das · 2023 · IEEE Transactions on Mobile Computing
- A survey on integrated computing, caching, and communication in the cloud-to-edge continuumAdyson M. Maia, Akram Boutouchent, Youcef Kardjadja, Manel Gherari, Ece Gelal Soyak, Muhammad Saqib, Kacem Boussekar, Idil Bensu Cilbir, Sama Habibi, Soukaina Ouledsidi Ali et al. · 2024 · Computer Communications
- Real-Time Semantic Segmentation via Spatial-Detail Guided Context PropagationShijie Hao, Yuan Zhou, Yanrong Guo, Richang Hong, Jun Sheng Cheng, Meng Wang · 2022 · IEEE Transactions on Neural Networks and Learning Systems
- Joint Optimization With DNN Partitioning and Resource Allocation in Mobile Edge ComputingChongwu Dong, Sheng Hu, Xi Chen, Wushao Wen · 2021 · IEEE Transactions on Network and Service Management
- Joint DNN Partition and Resource Allocation for Task Offloading in Edge–Cloud-Assisted IoT EnvironmentsWenhao Fan, Li Hua Gao, Yi Su, Fan Wu, Yuanan Liu · 2023 · IEEE Internet of Things Journal
- Meta-Learning Based Dynamic Computation Task Offloading for Mobile Edge Computing NetworksLiang Pei Huang, Luxin Zhang, Shicheng Yang · 2020 · IEEE Communications Letters
- Optimal Status Update for Caching Enabled IoT Networks: A Dueling Deep R-Network ApproachChao Xu, Yiping Xie, Xijun Wang, Howard Hua Yang, Dusit Tao Niyato, Tony Q. S. Quek · 2021 · IEEE Transactions on Wireless Communications
- Advancements in intelligent cloud computing for power optimization and battery management in hybrid renewable energy systems: A comprehensive reviewAhmed Hadi Ali AL-Jumaili, Ravie Chandren Muniyandi, Mohammad Kamrul Hasan, Mandeep Singh Jit Singh, Johnny Koh Siaw Paw, Mohammad Amir · 2023 · Energy Reports
- A Survey on Edge Computing (EC) Security Challenges: Classification, Threats, and Mitigation StrategiesAbdul Manan Sheikh, Md. Rafiqul Islam, Mohamed Hadi Habaebi, Suriza Ahmad Zabidi, Athaur Rahman Najeeb, Adnan Kabbani · 2025 · Future Internet
- Multiagent Reinforcement Learning-Based Cooperative Multitype Task Offloading Strategy for Internet of Vehicles in B5G/6G NetworkYu‐ya Cui, Honghu Li, Degan Zhang · 2023 · IEEE Internet of Things Journal
- Intelligent Self-Optimization for Task Offloading in LEO-MEC-Assisted Energy-Harvesting-UAV SystemsDemeke Shumeye Lakew, Anh-Tien Tran, Nhu–Ngoc Dao · 2024 · IEEE Transactions on Network Science and Engineering
- Edge-Cloud Collaborative Computing on Distributed Intelligence and Model Optimization: A SurveyJing Liu, Yao Du, Kun Yang, Jiaqi Wu, Yan Wang, Xiping Hu, Zehua Wang, Yang Liu, Peng Sun, Azzedine Boukerche et al. · 2026 · IEEE Communications Surveys & Tutorials
- Social Interaction and Information Diffusion in Social Internet of Things: Dynamics, Cloud-Edge, TraceabilityYinxue Yi, Zufan Zhang, Laurence Tianruo Yang, Xianjun Deng, Lingzhi Yi, Xiaokang Wang · 2020 · IEEE Internet of Things Journal
- Wireless Edge Machine Learning: Resource Allocation and Trade-OffsMattia Merluzzi, Paolo Di Lorenzo, Sergio Barbarossa · 2021 · IEEE Access
- Classifier Performance Evaluation for Lightweight IDS Using Fog Computing in IoT SecurityBelal Sudqi Khater, Ainuddin Wahid Abdul Wahab, Mohd Yamani Idna Idris, Mohammed Abdulla Hussain, Ashraf Ahmed Ibrahim, Mohammad Arif Amin, Hisham A. Shehadeh · 2021 · Electronics
- Efficient Container Assignment and Layer Sequencing in Edge ComputingJiong Lou, Hao Luo, Zhiqing Tang, Weijia Jia, Wei Zhao · 2022 · IEEE Transactions on Services Computing
- An efficient edge computing management mechanism for sustainable smart citiesQuy Vu Khanh, Van-Hau Nguyen, Quy Nguyen Minh, Anh Dang Van, Ngoc Le Anh, Abdellah Chehri · 2023 · Sustainable Computing Informatics and Systems
- Zero-Day Guardian: A Dual Model Enabled Federated Learning Framework for Handling Zero-Day Attacks in 5G Enabled IIoTPriyanka Verma, Nitesh Bharot, John G. Breslin, Donna O’Shea, Ankit Vidyarthi, Deepak Kumar Gupta · 2023 · IEEE Transactions on Consumer Electronics
- Deadline-Aware Task Offloading With Partially-Observable Deep Reinforcement Learning for Multi-Access Edge ComputingHui Huang, Qiang Ye, Yi-Tong Zhou · 2021 · IEEE Transactions on Network Science and Engineering
- STCS: Spatial-Temporal Collaborative Sampling in Flow-Aware Software Defined NetworksXiaofei Wang, Xiuhua Li, Sangheon Pack, Zhu Han, Victor C. M. Leung · 2020 · IEEE Journal on Selected Areas in Communications
- [Retracted] Machine Learning‐Based Offloading Strategy for Lightweight User Mobile Edge Computing TasksShuchen Zhou, Waqas Jadoon, Junaid Shuja · 2021 · Complexity · Retracted
- Low Latency Deep Learning Inference Model for Distributed Intelligent IoT Edge ClustersSoumyalatha Naveen, Manjunath R Kounte, Mohammed Riyaz Ahmed · 2021 · IEEE Access
- PhiNets: A Scalable Backbone for Low-power AI at the EdgePaissan, Francesco, Ancilotto, Alberto, Farella, Elisabetta · 2022 · ACM Transactions on Embedded Computing Systems
- Progressive Feature Transmission for Split Classification at the Wireless EdgeQiao Lan, Qunsong Zeng, Petar Popovski, Denız Gündüz, Kaibin Huang · 2022 · IEEE Transactions on Wireless Communications
- How can applications of blockchain and artificial intelligence improve performance of Internet of Things? – A surveyPriyanka Bothra, Raja Karmakar, Sanjukta Bhattacharya, Sayantani De · 2023 · Computer Networks
- A Survey on Goal-Oriented Semantic Communication: Techniques, Challenges, and Future DirectionsTilahun Melkamu Getu, Georges Kaddoum, Mehdi Bennis · 2024 · IEEE Access
- Wireless Avionics Intracommunications: A Survey of Benefits, Challenges, and SolutionsPangun Park, Piergiuseppe Di Marco, Junghyo Nah, Carlo Fischione · 2020 · IEEE Internet of Things Journal
- Enabling Distributed Intelligence with Ferroelectric MultifunctionalitiesKui Yao, Shuting Chen, Szu Cheng Lai, Yasmin Mohamed Yousry · 2021 · Advanced Science
- Edge-Assisted Solutions for IoT-Based Connected Healthcare Systems: A Literature ReviewVahideh Hayyolalam, Moayad Aloqaily, Öznur Özkasap, Mohsen Guizani · 2021 · IEEE Internet of Things Journal
- Application of meta-learning in cyberspace security: a surveyAimin Yang, Chaomeng Lu, Jie Li, Xiangdong Huang, Tianhao Ji, Xichang Li, Yichao Sheng · 2022 · Digital Communications and Networks
- Enabling All In-Edge Deep Learning: A Literature ReviewPraveen Joshi, Mohammed Hasanuzzaman, Chandra Thapa, Haithem Afli, Ted Scully · 2023 · IEEE Access
- Autonomous Underwater Monitoring System for Detecting Life on the Seabed by Means of Computer Vision Cloud ServicesMarouane Salhaoui, Juan Carlos Molina Molina, Antonio Guerrero González, Mounir Arioua, Francisco J. Ortiz · 2020 · Remote Sensing
- AI-Based Resource Management in Beyond 5G Cloud Native EnvironmentAbderrahmane Boudi, Miloud Bagaa, Petteri Pöyhönen · 2021 · IEEE Network
- Acoustic scene classification: A comprehensive surveyBiyun Ding, Tao Zhang, Chao Wang, Ganjun Liu, Jinhua Liang, Ruimin Hu, Yulin Wu, Difei Guo · 2023 · Expert Systems with Applications
- Multisensory Metaverse-6G: A New Paradigm of Commerce and EducationMohammed H. ALSAMH, Ammar Hawbani, Santosh Kumar, Saeed Hamood Alsamhi · 2024 · IEEE Access
- Enabling Design Methodologies and Future Trends for Edge AI: Specialization and CodesignCong Hao, Jordan Dotzel, Jinjun Xiong, L. Benini, Zhiru Zhang, Deming Chen · 2021 · IEEE Design and Test
- Lyapunov-Based Optimization of Edge Resources for Energy-Efficient Adaptive Federated LearningClaudio Battiloro, Paolo Di Lorenzo, Mattia Merluzzi, Sergio Barbarossa · 2022 · IEEE Transactions on Green Communications and Networking
- Applicability of Deep Reinforcement Learning for Efficient Federated Learning in Massive IoT CommunicationsProhim Tam, Riccardo Corrado, Chanthol Eang, Seokhoon Kim · 2023 · Applied Sciences
- Multi-Dimensional QoS Evaluation and Optimization of Mobile Edge Computing for IoT: A SurveyJiwei Huang, Fangzheng Liu, Jianbing Zhang · 2024 · Chinese Journal of Electronics
- Dynamic Scheduling for Heterogeneous Federated Learning in Private 5G Edge NetworksKun Guo, Zihan Chen, Howard Hua Yang, Tony Q. S. Quek · 2021 · IEEE Journal of Selected Topics in Signal Processing
- FitNN: A Low-Resource FPGA-Based CNN Accelerator for DronesZhichao Zhang, M. A. Parvez Mahmud, Abbas Z. Kouzani · 2022 · IEEE Internet of Things Journal
- Efficient Revenue-Based MEC Server Deployment and Management in Mobile Edge-Cloud ComputingYongmin Zhang, Wang Wei, Ju Ren, Jinge Huang, Shibo He, Yaoxue Zhang · 2022 · IEEE/ACM Transactions on Networking
- Dynamic Split Computing for Efficient Deep EDGE IntelligenceArian Bakhtiarnia, Nemanja Milošević, Qi Zhang, Dragana Bajović, Alexandros Iosifidis · 2023 · IEEE International Conference on Acoustics Speech and Signal Processing
- Integration of Sensing, Communication, and Computing for Metaverse: A SurveyXiaojie Wang, Qi Guo, Zhaolong Ning, Lei Guo, Guoyin Wang, Xinbo Gao, Yan Zhang · 2024 · ACM Computing Surveys
- An Energy Efficient Smart Metering System Using Edge Computing in LoRa NetworkPreti Kumari, Rahul Mishra, Hari Prabhat Gupta, Tanima Dutta, Sajal Kumar Das · 2021 · IEEE Transactions on Sustainable Computing
- AI-Aided Integrated Terrestrial and Non-Terrestrial 6G Solutions for Sustainable Maritime NetworkingSalwa Saafi, Olga Vikhrova, Gábor Fodor · 2022 · IEEE Network
- Time Efficient Federated Learning with Semi-asynchronous CommunicationJiangshan Hao, Yanchao Zhao, Jiale Zhang · 2020 · IEEE International Conference on Parallel and Distributed Systems (ICPADS)
- Personal Protection Equipment detection system for embedded devices based on DNN and Fuzzy LogicGiancarlo Iannizzotto, Lucia Lo Bello, Gaetano Patti · 2021 · Expert Systems with Applications
- Low Latency YOLOv3-Tiny Accelerator for Low-Cost FPGA Using General Matrix Multiplication PrincipleTrio Adiono, Adiwena Putra, Nana Sutisna, Infall Syafalni, Rahmat Mulyawan · 2021 · IEEE Access
- AI-Bazaar: A Cloud-Edge Computing Power Trading Framework for Ubiquitous AI ServicesXiaoxu Ren, Chao Qiu, Xiaofei Wang, Zhu Han, Ke Xu, Haipeng Yao, Song Guo · 2022 · IEEE Transactions on Cloud Computing
- EdgeLLM: Fast On-Device LLM Inference With Speculative DecodingDaliang Xu, Wangsong Yin, Hao Zhang, Xin Jin, Ying Zhang, Shiyun Wei, Mengwei Xu, Xuanzhe Liu · 2024 · IEEE Transactions on Mobile Computing
- On-device machine learning An algorithms and learning theory perspectiveDhar, Sauptik, Guo, Junyao, Liu, Jiayi, Tripathi, Samarth, Kurup, Unmesh, Shah, Mohak · 2019 · arXiv
- Deep learning for privacy preservation in autonomous moving platforms enhanced 5G heterogeneous networksYulei Wu, Yuxiang Ma, Hong‐Ning Dai, Hao Henry Wang · 2020 · Computer Networks
- Edge computingJorge Pérez, Jessica Díaz, Javier Berrocal, Ramón López-Viana, Ángel González-Prieto · 2022 · Computing
- Deep learning-based flocculation sensor for automatic control of flocculant dose in sludge dewatering processes during wastewater treatmentHiroshi Yokoyama, Takahiro Yamashita, Yoichiro Kojima, Kazuyuki Nakamura · 2024 · Water Research
- Enabling AI in future wireless networks: a data life cycle perspectiveDinh C. Nguyen, Peng Cheng, Ming Ding, David López‐Pérez, Pubudu Nishantha Pathirana, Jun Li, Aruna Prasad Seneviratne, Yonghui Li, H. Vincent Poor · 2024 · Figshare
- Smart retrofitting in maintenance: a systematic literature reviewDavid Sanchez-Londoño, Giacomo Barbieri, Luca Fumagalli · 2022 · Journal of Intelligent Manufacturing
- Moving beyond the Technology: A Socio-technical Roadmap for Low-Cost Water Sensor Network ApplicationsFeng Mao, Kieran Khamis, Julian R A Clark, Stefan Krause, Wouter Buytaert, Boris Fernando Ochoa-Tocachi, David M. Hannah · 2020 · Environmental Science & Technology
- Intelligent Offloading for NOMA-Assisted MEC via Dual ConnectivityChangxiang Li, Hong Wang, Rongfang Song · 2020 · IEEE Internet of Things Journal
- Digital Tools, Technologies, and Learning Methodologies for Education 4.0 Frameworks: A STEM Oriented SurveyAngeliki Boltsi, Κonstantinos Kalovrektis, Apostolos Xenakis, Periklis Chatzimisios, Costas Chaikalis · 2024 · IEEE Access
- Federated Distributed Deep Reinforcement Learning for Recommendation-Enabled Edge CachingHuan Zhou, Hao Wang, Zhiwen Yu · 2024 · IEEE Transactions on Services Computing
- Convergence of Recommender Systems and Edge Computing: A Comprehensive SurveyChuan Sun, Hui Li, Xiuhua Li, Junhao Wen, Qingyu Xiong, Wei Guo Zhou · 2020 · IEEE Access
- FedPA: An adaptively partial model aggregation strategy in Federated LearningJuncai Liu, Jessie Hui Wang, Chenghao Rong, Yuedong Xu, Tao Yu, Jilong Wang · 2021 · Computer Networks
- Single-layer vision transformers for more accurate early exits with less overheadArian Bakhtiarnia, Qi Zhang, Alexandros Iosifidis · 2022 · Neural Networks
- A compressed sensing and CNN‐based method for fault diagnosis of photovoltaic inverters in edge computing scenariosXinyi Wang, Bo Yang, Zhaojian Wang, Qi Liu, Cailian Chen, Xinping Guan · 2022 · IET Renewable Power Generation
- Machine Learning for Service Migration: A SurveyNassima Toumi, Miloud Bagaa, Adlen Ksentini · 2023 · IEEE Communications Surveys & Tutorials
- Memcapacitor Crossbar Array with Charge Trap NAND Flash Structure for Neuromorphic ComputingSungmin Hwang, Junsu Yu, Min Suk Song, Hwiho Hwang, Hyungjin Kim · 2023 · Advanced Science
- A game-theoretic joint optimal pricing and resource allocation for Mobile Edge Computing in NOMA-based 5G networks and beyondRazie Roostaei, Zahra Dabiri, Zeinab Movahedi · 2021 · Computer Networks
- Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System StrategiesXubin Wang, Weijia Jia B · 2025 · Qeios
- Decentralized Task Offloading in Edge Computing: An Offline-to-Online Reinforcement Learning ApproachHongcai Lin, Lei Yang, Hao Xu Guo, Jiannong Cao · 2024 · IEEE Transactions on Computers
- Federated recommenders: methods, challenges and futureZareen Alamgir, Farwa K. Khan, Saira Karim · 2022 · Cluster Computing
- Communication-efficient semi-synchronous hierarchical federated learning with balanced training in heterogeneous IoT edge environmentsMohammad Sadeq Garshasbi · 2022 · Internet of Things
- MEC-Based Dynamic Controller Placement in SD-IoV: A Deep Reinforcement Learning ApproachBo Li, Xiaoheng Deng, Xuechen Chen · 2022 · IEEE Transactions on Vehicular Technology
- A Review of Intelligent Computation Offloading in Multiaccess Edge ComputingHengli Jin, Mark A Gregory, Shuo Li · 2022 · IEEE Access
- GeryonKaikai Deng, Dong Yang Zhao, Qiaoyue Han, Shuyue Wang, Zihan Zhang, Anfu Zhou, Huadóng Ma · 2022 · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies
- Remote Monitoring and Maintenance for Equipment and Production Lines on Industrial Internet: A Literature ReviewQingzong Li, Yuqian Yang, Pingyu Jiang · 2022 · Machines
- Traffic Prediction-Assisted Federated Deep Reinforcement Learning for Service Migration in Digital Twins-Enabled MEC NetworksXiangyi Chen, Guangjie Han, Yuanguo Bi · 2023 · IEEE Journal on Selected Areas in Communications
- Leveraging Deep Learning to Strengthen the Cyber-Resilience of Renewable Energy Supply Chains: A SurveyMalka N. Halgamuge · 2024 · IEEE Communications Surveys & Tutorials
- Joint Task and Computing Resource Allocation in Distributed Edge Computing Systems via Multi-Agent Deep Reinforcement LearningYan Chen, Yanjing Sun, Hao Yu, Tarik Taleb · 2024 · IEEE Transactions on Network Science and Engineering
- Integration of Multi-Agent Systems and Artificial Intelligence in Self-Healing Subway Power Supply Systems: Advancements in Fault Diagnosis, Isolation, and RecoveryJianbing Feng, Tao Yu, Kuozhen Zhang, Lefeng Cheng · 2025 · Processes
- Collaborative Edge Computing and Caching With Deep Reinforcement Learning Decision AgentsJianji Ren, Haichao Wang, Tingting Hou, Shuai Zheng, Chaosheng Tang · 2020 · IEEE Access
- Reinforcement Learning Meets Wireless Networks: A Layering PerspectiveYawen Chen, Yu Liu, Ming Zeng, Umber Saleem, Zhaoming Lu, Xiangming Wen, Depeng Jin, Zhu Han, Tao Jiang, Yong Li · 2020 · IEEE Internet of Things Journal
- A Survey of State-of-the-art on Edge Computing: Theoretical Models, Technologies, Directions, and Development PathsLiu, Bin, Luo, Zhongqiang, Chen, Hongbo, Li, Chengjie · 2022 · IEEE Access
- A secure edge computing model using machine learning and IDS to detect and isolate intrudersPoornima Mahadevappa, Raja Kumar Murugesan, Redhwan Al-amri, Reema Thabit, Abdullah Hussein Al-Ghushami, Gamal Abdulnaser Alkawsi · 2024 · MethodsX
- Security-Sensitive Task Offloading in Integrated Satellite-Terrestrial NetworksWenjun Lan, Kongyang Chen, Jiannong Cao, Yikai Li, Ning Li, Qi Chen, Yuvraj Sahni · 2024 · IEEE Transactions on Mobile Computing
- Design and Prototype Implementation of a Blockchain-Enabled LoRa System With Edge ComputingLu Hou, Kan Zheng, Zhiming Liu · 2020 · IEEE Internet of Things Journal
- Power flow adjustment for smart microgrid based on edge computing and multi-agent deep reinforcement learningTianjiao Pu, Xinying Wang, Yifan Cao, Zhicheng Liu, Chao Qiu, Qiao Ji, Shuhua Zhang · 2021 · Journal of Cloud Computing Advances Systems and Applications
- Computation Bits Maximization in UAV-Enabled Mobile-Edge Computing SystemLiang Lyu, Fanzi Zeng, Zhu Qiang Xiao, Chengyuan Zhang, Hongbo Jiang, Vincent Havyarimana · 2021 · IEEE Internet of Things Journal
- Imtidad: A Reference Architecture and a Case Study on Developing Distributed AI Services for Skin Disease Diagnosis over Cloud, Fog and EdgeNourah Fahad Janbi, Rashid Mehmood, Iyad A. Katib, Aiiad Ahmad Albeshri, Juan M. Corchado, Tan Yiğitcanlar · 2022 · Sensors
- Next-Generation Edge Computing Assisted Autonomous Driving Based Artificial Intelligence AlgorithmsHatem Ibn Khedher, Mohammed Laroui, Hassine Moungla, Hossam Afifi, Emad Abd-Elrahman · 2022 · IEEE Access
- Edge AI as a Service: Configurable Model Deployment and Delay-Energy Optimization With Result Quality ConstraintsWenyu Zhang, Sherali Zeadally, Wei Li, Haijun Zhang, Jingyi Hou, Victor C. M. Leung · 2022 · IEEE Transactions on Cloud Computing
- A review of on-device machine learning for IoT: An energy perspectiveNazlı Tekin, Ahmet Arış, Abbas Acar, Arif Selcuk Uluagac, Vehbi Çağrı Güngör · 2023 · Ad Hoc Networks
- Towards Mobile Edge Computing: Taxonomy, Challenges, Applications and Future RealmsJunaid Qadir, Beatriz Sainz de Abajo, Anwar Khan, Begonya García-Zapirain, Isabel de la Torre Díez, Hasan Mahmood · 2020 · IEEE Access
- LearningADD: Machine learning based acoustic defect detection in factory automationTao Zhang, Biyun Ding, Xin Wayne Zhao, Ganjun Liu, Zhibo Pang · 2021 · Journal of Manufacturing Systems