New Insights into Bio-Inspired Neural Networks
A special issue of Biomimetics (ISSN 2313-7673). This special issue belongs to the section "Bioinspired Sensorics, Information Processing and Control".
Deadline for manuscript submissions: closed (25 April 2024) | Viewed by 1401
Special Issue Editors
Interests: Bio-inspired Neural Networks, Artificial Intelligence, Machine Learning, Spiking Neural Network, FPGA Hardware Acceleration
Special Issue Information
Dear Colleagues,
This Special Issue, entitled "New Insights into Bio-Inspired Neural Networks", delves into the latest advancements in the field of bio-inspired neural networks. It explores innovative approaches and insights drawn from the intricate workings of biological nervous systems. This collection of research articles showcases cutting-edge developments in neural network architectures, learning algorithms, and computational models that mimic the brain's activity and efficiency. This Special Issue provides a platform for researchers to present novel ideas, methods, and applications, ultimately contributing to the broader understanding of neural computation and its applications in artificial intelligence, robotics, and cognitive computing. Furthermore, the Special Issue explores novel strategies for designing neural network models and implementing data encoding techniques. These efforts are directed towards addressing the significant power consumption and lengthy training durations often associated with existing AI models. The overarching goal is to achieve a balance between reducing resource demands and maintaining a satisfactory level of accuracy in these systems.
Dr. Lei Zhang
Prof. Dr. Hanling Zhang
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. Biomimetics is an international peer-reviewed open access monthly 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 2200 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
- bio-inspired neural networks
- neural network architectures
- spiking neural networks
- data encoding techniques
- learning algorithms
- training efficiency
- power-efficient AI
- cognitive computing
- neuromorphic computing