Advances in Low Power Neuromorphic Computing: Models, Algorithms, and Applications

A special issue of Journal of Low Power Electronics and Applications (ISSN 2079-9268).

Deadline for manuscript submissions: 31 December 2024 | Viewed by 96

Special Issue Editors


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Guest Editor
Adaptive Systems Laboratory, University of Aizu, Aizuwakamatsu 965-8580, Japan
Interests: three-dimensional integrated circuits; networks-on-chip; reliability; neuromorphic computing; computer architecture
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Guest Editor
Infineon Technologies, 82008 Neubiberg, Germany
Interests: design space exploration; design automation; multiobjective optimization; multicriteria decision aiding

Special Issue Information

Dear Colleagues,

Neuromorphic Computing (NC) lies at the intersection of neuroscience and artificial intelligence, where the aim is to provide cutting-edge computational capabilities inspired by the human brain, within the realm of modern technology. In certain applications such as edge or IoT devices, low-power NC is needed to achieve required lightweight computation targets, communication complexity, as well as green power/energy with satisfactory accuracy and quality in terms of algorithm, architecture, integrated circuit, system, standard, and application levels. This Special Issue aims to explore novel opportunities for the low-power processing of sensory data for cognitive applications using neuromorphic computing. The topics of interest include, but are not limited to, the following:

  • Neuromorphic computing for edge and IoT devices;
  • Optimization for neuromorphic computing;
  • Low-power solution for neuromorphic computing;
  • Applications for neuromorphic computing;
  • Architecture for neuromorphic computing;
  • Communication for neuromorphic computing;
  • Memory technology for neuromorphic computing;
  • Emerging topics of neuromorphic computing: photonics, three-dimensional circuits, in/near-memory computing.

Dr. Khanh N. Dang
Dr. Nguyen Anh Vu Doan
Guest Editors

Manuscript Submission Information

Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.

Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Journal of Low Power Electronics and Applications is an international peer-reviewed open access quarterly journal published by MDPI.

Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 1800 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.

Keywords

  • neuromorphic computing
  • low power
  • neural network
  • artificial intelligence
  • architecture

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