Emerging Circuits and Memory Technologies

This chapter explores the pivotal role of innovative circuits and memory technologies in advancing neuromorphic computing. As the foundation of neuromorphic systems, these technologies enable the replication of complex neural behaviors and functions of the human brain, pushing the boundaries of computational efficiency and adaptability. The chapter discusses the development of spiking neural network circuits, memristive circuits, photonic neuromorphic circuits, and hybrid and flexible circuits. It also examines the challenges associated with integrating these technologies into cohesive systems that mimic biological neural networks. Through a detailed look at cutting-edge advancements, the chapter underscores the transformative potential of neuromorphic computing in driving future technological innovations and applications.