Memristors show great potential for being integrated into CMOS technology and provide new approaches designing computing-in-memory (CIM) systems, brain-inspired applications, trimming circuits other topologies the beyond-CMOS era. A crucial characteristic of memristor is multi-state (also often referred as multibit, multi-level) switching. are capable representing information in an ultra-compac...

In this paper we show mutual relationships between a multi-state system and a family of binary state systems and show some relationships among minimal state vectors of the systems, which give us how to construct the structure function of the multi-state system by using the structure functions of the binary state systems. But the state spaces of multi-state systems are assumed to be totally orde...

Deep learning-based state estimation of lithium batteries is widely used in battery management system (BMS) design. However, due to the limitation on-board computing resources, multiple single-state models are more difficult deploy practice. Therefore, this paper proposes a multi-task learning network (MTL) combining multi-layer feature extraction structure with separated expert layers for join...