Rapid prototyping mixed-signal development kit for tactile neural computing.

Vasudev S Mallan, Anitha Gopi, Chithra Reghuvaran, Aswani A Radhakrishnan, Alex James
Author Information
  1. Vasudev S Mallan: School of Electronics Systems and Automation, Digital University Kerala, Thiruvananthapuram, Kerala, India.
  2. Anitha Gopi: School of Electronics Systems and Automation, Digital University Kerala, Thiruvananthapuram, Kerala, India.
  3. Chithra Reghuvaran: Indian Institute of Information Technology and Management, Kerala, India.
  4. Aswani A Radhakrishnan: School of Electronics Systems and Automation, Digital University Kerala, Thiruvananthapuram, Kerala, India.
  5. Alex James: School of Electronics Systems and Automation, Digital University Kerala, Thiruvananthapuram, Kerala, India.

Abstract

Intelligent sensor systems are essential for building modern Internet of Things applications. Embedding intelligence within or near sensors provides a strong case for analog neural computing. However, rapid prototyping of analog or mixed signal spiking neural computing is a non-trivial and time-consuming task. We introduce mixed-mode neural computing arrays for near-sensor-intelligent computing implemented with Field-Programmable Analog Arrays (FPAA) and Field-Programmable Gate Arrays (FPGA). The combinations of FPAA and FPGA pipelines ensure rapid prototyping and design optimization before finalizing the on-chip implementations. The proposed approach architecture ensures a scalable neural network testing framework along with sensor integration. The experimental set up of the proposed tactile sensing system in demonstrated. The initial simulations are carried out in SPICE, and the real-time implementation is validated on FPAA and FPGA hardware.

Keywords

References

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Word Cloud

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