Most-cited papers on Model Optimization for Edge Devices

Ranked by citation count via OpenAlex. Citations update on a rolling basis; list regenerates every 24h.

1. Hierarchical Edge Caching in Device-to-Device Aided Mobile Networks: Modeling, Optimization, and Design

   2018 · IEEE Journal on Selected Areas in Communications · Li, Xiuhua, Wang, Xiaofei, Wan, Peng‐Jun et al.

   143 cited

2. A Method of Deep Learning Model Optimization for Image Classification on Edge Device

   2022 · Sensors · Lee, Hyungkeuk, Lee, NamKyung, Lee, Sungjin

   26 cited

3. AI Model Compression for Edge Devices Using Optimization Techniques

   2021 · Studies in computational intelligence · Kulkarni, Uday, Meena, S. M., Gurlahosur, Sunil V. et al.

   23 cited

4. Joint Optimization of Device Placement and Model Partitioning for Cooperative DNN Inference in Heterogeneous Edge Computing

   2024 · IEEE Transactions on Mobile Computing · Dai, Penglin, Han, Biao, Li, Ke et al.

   21 cited

5. Modeling and Optimization for Self-powered Non-volatile IoT Edge Devices with Ultra-low Harvesting Power

   2019 · ACM Transactions on Cyber-Physical Systems · Chen, Pan, Xie, Mimi, Han, Song et al.

   14 cited

6. Optimizing Medical Image Classification Models for Edge Devices

   2021 · Lecture notes in networks and systems · Abid, Areeba, Sinha, Priyanshu, Harpale, Aishwarya et al.

   13 cited

7. Flood-ResNet50: Optimized Deep Learning Model for Efficient Flood Detection on Edge Device

   2023 · Khan, Md Azim, Ahmed, Nadeem, Padela, Joyce et al.

   12 cited

8. Multiclass weed and crop detection using optimized YOLO models on edge devices

   2025 · Journal of Agriculture and Food Research · Upadhyay, Arjun, Sunil, G C, Das, Samriddha et al.

   10 cited

9. Accurate Orah fruit detection method using lightweight improved YOLOv8n model verified by optimized deployment on edge device

   2025 · Artificial Intelligence in Agriculture · Li, Hongwei, Mo, Yongmei, Chen, Jiasheng et al.

   9 cited

10. Optimization of Mobile Edge Computing Offloading Model for Distributed Wireless Sensor Devices

    2022 · Journal of Sensors · Han, Songyue, Ma, Dawei, Kang, Chao et al.

    9 cited

11. Leading-Edge Thin-Layer MOSFET Potential Modeling Toward Short-Channel Effect Suppression and Device Optimization

    2019 · IEEE Journal of the Electron Devices Society · Herrera, Fernando Avila, Hirano, Y., Iizuka, T. et al.

    8 cited

12. Enhancing Drone-Based Precision Agriculture: Performance Optimization of TinyML Models on Edge Devices and Adaptive Path Planning

    2025 · SN Computer Science · Annadata, Yagna S. H., Thazhathethil, Aiswariya, Moganarengam, Vishnuvaradhan et al.

    6 cited

13. A Novel Optimized Deep Learning Model for Canola Crop Yield Prediction on Edge Devices

    2024 · IEEE Transactions on AgriFood Electronics · Valarezo-Plaza, Stephany, Torres-Tello, Julio, Singh, Keshav D. et al.

    6 cited

14. MASM: A Multiple-Algorithm Service Model for Energy-Delay Optimization in Edge Artificial Intelligence

    2019 · IEEE Transactions on Industrial Informatics · Zhang, Wenyu, Zhang, Zhenjiang, Zeadally, Sherali et al.

    115 cited

15. UAV-Enabled Mobile-Edge Computing for AI Applications: Joint Model Decision, Resource Allocation, and Trajectory Optimization

    2022 · IEEE Internet of Things Journal · Deng, Cailian, Fang, Xuming, Wang, Xianbin

    79 cited

16. Task allocation algorithm and optimization model on edge collaboration

    2020 · Journal of Systems Architecture · Deng, Xiaoheng, Li, Jun, Liu, Enlu et al.

    74 cited

17. EDGE2D modelling of edge profiles obtained in JET diagnostic optimized configuration

    2004 · Plasma Physics and Controlled Fusion · Kallenbach, A., Andrew, Y., Beurskens, M. et al.

    67 cited

18. iSEC: An Optimized Deep Learning Model for Image Classification on Edge Computing

    2020 · IEEE Access · Kristiani, Endah, Yang, Chao‐Tung, Huang, Chin‐Yin

    53 cited

19. Wireless Multiplayer Interactive Virtual Reality Game Systems With Edge Computing: Modeling and Optimization

    2022 · IEEE Transactions on Wireless Communications · Chen, Zhiyong, Zhu, Haoyu, Song, Li et al.

    52 cited

20. Performance-Aware NILM Model Optimization for Edge Deployment

    2023 · IEEE Transactions on Green Communications and Networking · Sykiotis, Stavros, Athanasoulias, Sotirios, Kaselimi, Maria et al.

    48 cited

21. Edge Caching in Multi-UAV-Enabled Radio Access Networks: 3D Modeling and Spectral Efficiency Optimization

    2020 · IEEE Transactions on Signal and Information Processing over Networks · Zhou, Fasheng, Wang, Ning, Luo, Gaoyong et al.

    46 cited

22. Study on the Simulation Model for the Optimization of Optical Structures of Edge-lit Backlight for LCD Applications

    2008 · Journal of the Optical Society of Korea · Ju, Young-Hyun, Park, Jihee, Lee, Jeong-Ho et al.

    42 cited

23. Network reliability optimization problem of interconnection network under node-edge failure model

    2012 · Applied Soft Computing · Dash, Ranjan Kumar, Barpanda, Nalini Kanta, Tripathy, Pradyumna Kumar et al.

    41 cited

24. Edge-Cloud Collaborative Computation Offloading Model Based on Improved Partical Swarm Optimization in MEC

    2019 · Wu, Jinze, Cao, Zhiying, Zhang, Ying–Jun Angela et al.

    40 cited

25. A Tensor-Based Computing and Optimization Model for Intelligent Edge Services

    2022 · IEEE Network · Wang, Xiaokang, Yang, Laurence T., Ren, Lei et al.

    38 cited

26. Aeroelastic Modeling and Drag Optimization of Flexible Wing Aircraft with Variable Camber Continuous Trailing Edge Flap

    2014 · 32nd AIAA Applied Aerodynamics Conference · Lebofsky, Sonia, Ting, Eric B., Nguyen, Nhan T. et al.

    33 cited

27. Low Cost Video Streaming through Mobile Edge Caching: Modelling and Optimization

    2019 · IEEE Transactions on Mobile Computing · Vigneri, Luigi, Spyropoulos, Thrasyvoulos, Barakat, Chadi

    32 cited

28. Edge AI as a Service: Configurable Model Deployment and Delay-Energy Optimization With Result Quality Constraints

    2022 · IEEE Transactions on Cloud Computing · Zhang, Wenyu, Zeadally, Sherali, Li, Wei et al.

    32 cited

29. Trailing Edge Noise Model Validation and Application to Airfoil Optimization

    2010 · Journal of Solar Energy Engineering · Bertagnolio, Franck, Madsen, Helge Aagaard, Bak, Christian

    31 cited

30. Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies

    2025 · Qeios · Wang, Xubin, Jia, Weijia

    30 cited