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An Adaptive Dropout and Parallel Computing Approaches for Accelerating RNN Controller

https://doi.org/10.1109/UEMCON62879.2024.10754702

Surendranath, Kushal_Kalyan Devalampeta; Sam, Maxwell; Qingge, Letu (November 2024, IEEE)

Free, publicly-accessible full text available November 20, 2025
Accelerating the neural network controller embedded implementation on FPGA with novel dropout techniques for a solar inverter

https://doi.org/10.1016/j.pmcj.2024.101975

Sturtz, Jordan; Surendranath, Kushal_Kalyan Devalampeta; Sam, Maxwell; Fu, Xingang; Hingu, Chanakya Dinesh; Challoo, Rajab; Qingge, Letu (August 2024, Pervasive and Mobile Computing)

Full Text Available
Accelerating RNN Controllers with Parallel Computing and Weight Dropout Techniques

Sam, M; Surendranath, K; Fu, X; Qingge, L (July 2024, Springer, Singapore)

Full Text Available
Parallel Trajectory Training of Recurrent Neural Network Controllers With Levenberg–Marquardt and Forward Accumulation Through Time in Closed-Loop Control Systems

https://doi.org/10.1109/TSUSC.2023.3330573

Fu, Xingang; Sturtz, Jordan; Alonso, Eduardo; Challoo, Rajab; Qingge, Letu (March 2024, IEEE Transactions on Sustainable Computing)

Full Text Available
Accelerating FPGA Implementation of Neural Network Controllers via 32-bit Fixed-Point Design for Real-Time Control

https://doi.org/10.1109/UEMCON59035.2023.10316098

Hingu, Chanakya; Fu, Xingang; Challoo, Rajab; Lu, Jiang; Yang, Xiaokun; Qingge, Letu (October 2023, 2023 IEEE 14th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON))
A Novel Weight Dropout Approach to Accelerate the Neural Network Controller Embedded Implementation on FPGA for a Solar Inverter

https://doi.org/10.1109/SMARTCOMP58114.2023.00037

Sturtz, Jordan; Fu, Xingang; Hingu, Chanakya Dinesh; Qingge, Letu (June 2023, 2023 IEEE International Conference on Smart Computing (SMARTCOMP))
FPGA Acceleration of a Real-time Neural Network Controller for Solar Inverter

https://doi.org/10.1109/UEMCON54665.2022.9965651

Hingu, Chanakya; Fu, Xingang; Smith, Scott; Saliyu, Taofiki; Qingge, Letu (October 2022, 2022 IEEE 13th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON))