DOI: https://doi.org/10.29363/nanoge.neumatdecas.2023.025
Publication date: 9th January 2023
Reservoir computing is noted for its low-training-cost capability in temporal signals processing [1,2]. Thus, hardware implementations tailored to requirements in reservoir computing would profoundly improve data processing in edge computing where the energy budget and bandwidth is strictly limited. In this work, we report a Hf0.5Zr0.5O2-based three-terminal ferroelectric memcapacitor (FMC) with nonideal depolarization dynamics for multi-sensory information processing physical reservoir computing (RC) system. Our RC system is verified by standard benchmarking tasks with high accuracy, and the power consumption (~2.4 nW per reservoir state) outperform most hardware and software-based RC systems. Furthermore, such physical RCs are capable of recognizing sensory information including graphic, acoustic, electrophysiological, and mechanic modalities. As proof-of-concept, a touchless user interface (TUI) for virtual shopping is demonstrated using FMC-based RC systems which can identify purchasing operations based on acoustic and electrophysiological commands. Our design would shed light on the development of high energy-efficiency edge computing apparatus.
This work was supported by the National Key Research and Development Program of China (Grant nos. 2021YFA1202600 and 2021YFA0715600), National Natural Science Foundation of China (Grant nos. 62174082, 62074075, 51861145202, and 61861166001), and in part by Natural Science Foundation of Jiangsu Province (Grant no. BK20211507).
nanoGe is a prestigious brand of successful science conferences that are developed along the year in different areas of the world since 2009. Our worldwide conferences cover cutting-edge materials topics like perovskite solar cells, photovoltaics, optoelectronics, solar fuel conversion, surface science, catalysis and two-dimensional materials, among many others.
Previously nanoGe Spring Meeting (NSM) and nanoGe Fall Meeting (NFM), MATSUS is a multiple symposia conference focused on a broad set of topics of advanced materials preparation, their fundamental properties, and their applications, in fields such as renewable energy, photovoltaics, lighting, semiconductor quantum dots, 2-D materials synthesis, charge carriers dynamics, microscopy and spectroscopy semiconductors fundamentals, etc.
International Conference on Hybrid and Organic Photovoltaics
International Conference on Hybrid and Organic Photovoltaics (HOPV) is celebrated yearly in May. The main topics are the development, function and modeling of materials and devices for hybrid and organic solar cells. The field is now dominated by perovskite solar cells but also other hybrid technologies, as organic solar cells, quantum dot solar cells, and dye-sensitized solar cells and their integration into devices for photoelectrochemical solar fuel production.
Asia-Pacific International Conference on Perovskite, Organic Photovoltaics and Optoelectronics
The main topics of the Asia-Pacific International Conference on Perovskite, Organic Photovoltaics and Optoelectronics (IPEROP) are discussed every year in Asia-Pacific for gathering the recent advances in the fields of material preparation, modeling and fabrication of perovskite and hybrid and organic materials. Photovoltaic devices are analyzed from fundamental physics and materials properties to a broad set of applications. The conference also covers the developments of perovskite optoelectronics, including light-emitting diodes, lasers, optical devices, nanophotonics, nonlinear optical properties, colloidal nanostructures, photophysics and light-matter coupling.
The International Conference on Perovskite Thin Film Photovoltaics Perovskite Photonics and Optoelectronics (NIPHO) is the best place to hear the latest developments in perovskite solar cells as well as on recent advances in the fields of perovskite light-emitting diodes, lasers, optical devices, nanophotonics, nonlinear optical properties, colloidal nanostructures, photophysics and light-matter coupling.