CONTROLLING PERFORMANCE OF DEPLOYED DEEP LEARNING MODELS ON RESOURCE CONSTRAINED EDGE DEVICE VIA PREDICTIVE MODELS

• 1. 经由预测模型控制边缘设备上部署的深度学习模型的性能 [P] . 中国专利： CN112433733A . 2021-03-02
• 2. 深度学习模型对资源受限边缘设备的适应 [P] . 中国专利： CN112199189A . 2021-01-08
• 3. DEPLOYING MACHINE LEARNING MODELS AT COGNITIVE DEVICES FOR RESOURCES MANAGEMENT FOR ENTERPRISES [P] . 美国专利： US2020033904A1 . 2020-01-30

  机译： 在企业资源管理中部署认知设备中的机器学习模型

• 4. ELECTRONIC DEVICE FOR CONTROLLING PERFORMANCE OF AT LEAST ONE PROCESSOR WHEN PROVIDING INFERENCE SERVICE THROUGH DEEP LEARNING MODEL AND OPERATING METHOD THEREOF [P] . 韩国专利： KR20200023660A . 2020-03-06

  机译： 通过深度学习模型提供推理服务时，用于控制至少一个处理器性能的电子设备及其操作方法

• 5. ELECTRONIC DEVICE FOR CONTROLLING PERFORMANCE OF AT LEAST ONE PROCESSOR WHEN PROVIDING INFERENCE SERVICE THROUGH DEEP LEARNING MODEL AND OPERATING METHOD THEREOF [P] . 韩国专利： KR102159953B1 . 2020-09-25

  机译： 通过深度学习模型提供推理服务时，用于控制至少一个处理器性能的电子设备及其操作方法

• 1. Deep Learning Based Model Predictive Control for a Reverse Osmosis Desalination Plant [J] . Divas Karimanzira, Thomas Rauschenbach 应用数学与应用物理（英文） . 2020,第012期
• 2. Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms [J] . Song-Shun Lin, Shui-Long Shen, Ning Zhang, 地学前缘(英文版) . 2021,第005期
• 3. Robust Adaptive Gain Higher Order Sliding Mode Observer Based Control-constrained Nonlinear Model Predictive Control for Spacecraft Formation Flying [J] . Ranjith Ravindranathan Nair, Laxmidhar Behera 自动化学报：英文版 . 2018,第001期
• 4. Robust Adaptive Gain Higher Order Sliding Mode Observer Based Control-constrained Nonlinear Model Predictive Control for Spacecraft Formation Flying [J] . Ranjith Ravindranathan Nair, Laxmidhar Behera 自动化学报（英文版） . 2018,第001期
• 5. Robust Adaptive Gain Higher Order Sliding Mode Observer Based Control-constrained Nonlinear Model Predictive Control for Spacecraft Formation Flying [J] . Ranjith Ravindranathan Nair, Laxmidhar Behera 自动化学报：英文版 . 2018,第001期
• 6. TreeNet: A Hierarchical Deep Learning Model to Facilitate Edge Intelligence for Resource-Constrained Devices [C] . Dong Lu, Yanlong Zhai, Jianqing Wu, IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing . 2021
• 7. High-performance and Energy-efficient Deep Learning for Resource-constrained Devices [D] . Ren, Ao. 2020
• 8. Challenges in Resource-Constrained IoT Devices: Energy and Communication as Critical Success Factors for Future IoT Deployment [O] . Felisberto Pereira, Ricardo Correia, Pedro Pinho, 2020
• 9. Volume 2, Issue 3, Special issue on Recent Advances in Engineering Systems (Published Papers) Articles Transmit / Received Beamforming for Frequency Diverse Array with Symmetrical frequency offsets Shaddrack Yaw Nusenu Adv. Sci. Technol. Eng. Syst. J. 2(3), 1-6 (2017); View Description Detailed Analysis of Amplitude and Slope Diffraction Coefficients for knife-edge structure in S-UTD-CH Model Eray Arik, Mehmet Baris Tabakcioglu Adv. Sci. Technol. Eng. Syst. J. 2(3), 7-11 (2017); View Description Applications of Case Based Organizational Memory Supported by the PAbMM Architecture Martín, María de los Ángeles, Diván, Mario José Adv. Sci. Technol. Eng. Syst. J. 2(3), 12-23 (2017); View Description Low Probability of Interception Beampattern Using Frequency Diverse Array Antenna Shaddrack Yaw Nusenu Adv. Sci. Technol. Eng. Syst. J. 2(3), 24-29 (2017); View Description Zero Trust Cloud Networks using Transport Access Control and High Availability Optical Bypass Switching Casimer DeCusatis, Piradon Liengtiraphan, Anthony Sager Adv. Sci. Technol. Eng. Syst. J. 2(3), 30-35 (2017); View Description A Derived Metrics as a Measurement to Support Efficient Requirements Analysis and Release Management Indranil Nath Adv. Sci. Technol. Eng. Syst. J. 2(3), 36-40 (2017); View Description Feedback device of temperature sensation for a myoelectric prosthetic hand Yuki Ueda, Chiharu Ishii Adv. Sci. Technol. Eng. Syst. J. 2(3), 41-40 (2017); View Description Deep venous thrombus characterization: ultrasonography, elastography and scattering operator Thibaud Berthomier, Ali Mansour, Luc Bressollette, Frédéric Le Roy, Dominique Mottier Adv. Sci. Technol. Eng. Syst. J. 2(3), 48-59 (2017); View Description Improving customs’ border control by creating a reference database of cargo inspection X-ray images Selina Kolokytha, Alexander Flisch, Thomas Lüthi, Mathieu Plamondon, Adrian Schwaninger, Wicher Vasser, Diana Hardmeier, Marius Costin, Caroline Vienne, Frank Sukowski, Ulf Hassler, Irène Dorion, Najib Gadi, Serge Maitrejean, Abraham Marciano, Andrea Canonica, Eric Rochat, Ger Koomen, Micha Slegt Adv. Sci. Technol. Eng. Syst. J. 2(3), 60-66 (2017); View Description Aviation Navigation with Use of Polarimetric Technologies Arsen Klochan, Ali Al-Ammouri, Viktor Romanenko, Vladimir Tronko Adv. Sci. Technol. Eng. Syst. J. 2(3), 67-72 (2017); View Description Optimization of Multi-standard Transmitter Architecture Using Single-Double Conversion Technique Used for Rescue Operations Riadh Essaadali, Said Aliouane, Chokri Jebali and Ammar Kouki Adv. Sci. Technol. Eng. Syst. 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• 1. 基于边缘校正的深度图像上采样后处理算法 [C] . 袁艺天 ,林春雨 . 第八届全国大学生创新创业年会 . 2015
• 2. 面向移动边缘计算的边缘服务器部署及资源分配研究 [A] . 赵磊 . 2018