Memristor-based circuit design of interweaving mechanism of emotional memory in a hippocamp-brain emotion learning model.

Journal: Neural networks : the official journal of the International Neural Network Society
PMID:

Abstract

Endowing robots with human-like emotional and cognitive abilities has garnered widespread attention, driving deep investigations into the complexities of these processes. However, few studies have examined the intricate circuits that govern the interplay between emotion and memory. This work presents a memristive circuit design that generates emotional memory, mimicking human emotional responses and memories while enabling interaction between emotions and cognition. Leveraging the hippocampal-brain emotion learning (BEL) architecture, the memristive circuit comprises seven comprehensive modules: the thalamus, sensory cortex, orbitofrontal cortex, amygdala, dentate gyrus (DG), CA3, and CA1. This design incorporates a compact biological framework, facilitating the collaborative encoding of emotional memories by the amygdala and hippocampus and allowing for flexible adjustment of circuit parameters to accommodate diverse personality traits. The proposed memristor-based circuit effectively mimics the complex interplay between emotions and memory, providing a valuable foundation for advancing the development of robots capable of replicating human-like emotional responses and cognitive integration.

Authors

  • Yunlai Zhu
    School of Integrated Circuits, Anhui University, Hefei, Anhui 230601, China.
  • Yongjie Zhao
    School of Integrated Circuits, Anhui University, Hefei, Anhui 230601, China.
  • Junjie Zhang
    Department of Immunology, School of Basic Medical Sciences, Anhui Medical University, Hefei, 230032, PR China.
  • Xi Sun
    School of Integrated Circuits, Anhui University, Hefei, Anhui 230601, China.
  • Ying Zhu
    China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, Beijing 100021, China.
  • Xu Zhou
    School of Biomedical Engineering, Health Center, Shenzhen University, China; Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, China.
  • Xuming Shen
    School of Integrated Circuits, Anhui University, Hefei, Anhui 230601, China.
  • Zuyu Xu
    School of Integrated Circuits, Anhui University, Hefei, Anhui 230601, China.
  • Zuheng Wu
    Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of the Chinese Academy of Sciences, 3 Beitucheng West Road, Beijing, 100029, China.
  • Yuehua Dai
    School of Integrated Circuits, Anhui University, Hefei, Anhui 230601, China. Electronic address: daiyuehua2013@163.com.