FPGA Acceleration of a Real-time Neural Network Controller for Solar Inverter. - Chanakya Hingu; Xingang Fu; Scott Smith; Taofiki Saliyu; Letu Qingge (UEMCON, 2022)

VHDL Schematic Design and FPGA Simulation of Neural Network Activation Function using Continued Fractions. - Taofiki Saliyu; Xingang Fu; Chanakya Hingu (UEMCON, 2022)

A Novel Weight Dropout Approach to Accelerate the Neural Network Controller Embedded Implementation on FPGA for a Solar Inverter. - Jordan Sturtz; Xingang Fu; Chanakya Hingu; Letu Qingge (SMARTCOMP, 2023)

Accelerating FPGA Implementation of Neural Network Controllers via 32-bit Fixed-Point Design for Real-Time Control. - Chanakya Hingu; Xingang Fu; Rajab Challoo; Jiang Lu; Xiaokun Yang; Letu Qingge (UEMCON, 2023)

32-Bit Fixed and Floating-Point Hardware Implementation for Enhanced Inverter Control: Leveraging FPGA in Recurrent Neural Network Applications. - Chanakya Hingu; Xingang Fu; Praneeth Vangala; Ramkrishna Mishan; Poria Fajri (IEEE Access, 2024)

Accelerating the neural network controller embedded implementation on FPGA with novel dropout techniques for a solar inverter. - Jordan Sturtz; Kushal Kalyan Devalampeta Surendranath; Maxwell Sam; Xingang Fu; Chanakya Dinesh Hingu; Rajab Challoo; Letu Qingge (Pervasive Mob. Comput., 2024)