Recent Advances and Future Prospects for Memristive Materials, Devices, and Systems

Abstract

Memristive technology has been rapidly emerging as apotentialalternative to traditional CMOS technology, which is facing fundamentallimitations in its development. Since oxide-based resistive switcheswere demonstrated as memristors in 2008, memristive devices have garneredsignificant attention due to their biomimetic memory properties, whichpromise to significantly improve power consumption in computing applications.Here, we provide a comprehensive overview of recent advances in memristivetechnology, including memristive devices, theory, algorithms, architectures,and systems. In addition, we discuss research directions for variousapplications of memristive technology including hardware acceleratorsfor artificial intelligence, in-sensor computing, and probabilisticcomputing. Finally, we provide a forward-looking perspective on thefuture of memristive technology, outlining the challenges and opportunitiesfor further research and innovation in this field. By providing anup-to-date overview of the state-of-the-art in memristive technology,this review aims to inform and inspire further research in this field.