Neuromorphic Computing and Engineering
Scope & Guideline
Innovating Neuromorphic Architectures for Tomorrow
Introduction
Aims and Scopes
- Neuromorphic Hardware Development:
Research on the design and implementation of hardware systems that mimic the neural structure and function of biological brains, including memristors, synaptic devices, and photonic systems. - Algorithms and Architectures for Neuromorphic Systems:
Exploration of novel algorithms, architectures, and methodologies that leverage neuromorphic principles for efficient processing, learning, and information representation. - Integration of Biological Principles:
Studies that draw inspiration from biological neural networks and cognitive processes, aiming to replicate or model their functionalities in artificial systems. - Event-Driven and Spiking Neural Networks:
Focus on computational models that utilize event-driven processing and spiking neural networks, emphasizing real-time learning and adaptability. - Applications in Robotics and AI:
Application of neuromorphic computing principles to enhance robotic systems, artificial intelligence, and edge computing, promoting intelligent and autonomous behaviors. - Energy-Efficient Computing Solutions:
Research targeting the development of low-power, energy-efficient neuromorphic systems suitable for various applications, particularly in mobile and embedded environments.
Trending and Emerging
- Hybrid Neuromorphic Systems:
There is a growing interest in hybrid systems that combine various neuromorphic technologies, such as integrating optical and electronic components, to enhance computational capabilities and efficiency. - Bioinspired Learning Mechanisms:
Emerging research focuses on bioinspired learning mechanisms, including spiking neural networks that mimic biological learning processes, highlighting their potential for real-time adaptation and efficiency. - 2D Materials and Emerging Devices:
The use of two-dimensional materials in neuromorphic devices is becoming increasingly prominent, showcasing their unique properties for creating advanced synaptic and neuronal elements. - Event-Driven Processing Techniques:
Event-driven processing methodologies are trending, emphasizing real-time data processing and low-power operation, which aligns with the needs of modern AI applications. - Applications in Edge Computing and IoT:
Research is increasingly directed towards the application of neuromorphic computing in edge devices and IoT systems, focusing on efficient processing capabilities for on-device AI solutions. - Exploration of Non-Volatile Memory Technologies:
There is heightened interest in non-volatile memory technologies for neuromorphic computing, as they offer potential for enhanced data retention and energy efficiency in neural architectures.
Declining or Waning
- Traditional Neural Network Architectures:
The exploration of classical neural network architectures has decreased as researchers pivot towards more biologically inspired and neuromorphic models that offer enhanced efficiency and adaptability. - Purely Software-Based Neural Implementations:
There is a noticeable decline in research focused solely on software-based neural network implementations without hardware integration, as the field increasingly emphasizes the interplay between hardware and software. - Single-Domain Device Research:
Studies that focus exclusively on individual device types without considering integrated systems or multi-device architectures are waning, as the trend shifts towards holistic approaches that encompass complex interactions. - Generic Machine Learning Techniques:
Research employing generic machine learning techniques without a focus on neuromorphic principles is becoming less common, reflecting a shift in interest towards specialized methods that align with neuromorphic computing paradigms. - Theoretical Studies without Practical Application:
There is a decline in purely theoretical explorations of neuromorphic concepts without tangible experimental validation or practical application, as the field moves towards more applied research.
Similar Journals
Jordan Journal of Electrical Engineering
Elevating Standards in Energy Engineering and TechnologyJordan Journal of Electrical Engineering, published by TAFILA TECHNICAL UNIVERSITY (TTU) in Jordan, serves as a critical platform for disseminating groundbreaking research in the fields of electrical engineering, energy systems, and related disciplines. With an ISSN of 2409-9600 and an E-ISSN of 2409-9619, the journal is committed to promoting advancements in energy engineering, biomedical applications, control systems, and signal processing among others. Despite its recent establishment in 2023, it has been indexed in multiple categories within Scopus, receiving rankings that reflect its emerging role in the academic community. Researchers and professionals are encouraged to contribute and access cutting-edge articles through open access options, ensuring that knowledge is readily available to all interested parties. As the journal continues to grow, it aims to bridge gaps in knowledge and stimulate dialogue, thereby supporting innovation and practical applications in the engineering sector.
JOURNAL OF SUPERCOMPUTING
Pioneering Insights in High-Performance ComputingJOURNAL OF SUPERCOMPUTING is a premier academic journal published by SPRINGER, situated in the Netherlands, that has made significant contributions to the fields of computer science, particularly in hardware and architecture, information systems, software, and theoretical computer science. With a robust publication history spanning from 1987 to 2024, this journal has cultivated a strong reputation, evidenced by its Category Quartiles ranking in the Q2 category across multiple relevant domains in 2023. The journal's Scopus rankings further underscore its influence, boasting a 78th percentile in mathematics and theoretical computer science, revealing the high quality of research disseminated within its pages. As vital discourse unfolds in the realm of supercomputing—where innovative techniques and technologies rapidly evolve—this journal serves as a crucial platform for researchers, professionals, and students to explore cutting-edge studies and build upon the foundations of knowledge in this dynamic field.
International Journal of Semantic Computing
Connecting Ideas, Driving Progress in Semantic ResearchThe International Journal of Semantic Computing is a premier scholarly publication focused on the intersection of artificial intelligence, computer networks, and linguistics, published by World Scientific Publishing Co PTE Ltd. Since its inception in 2007, this journal has strived to advance the field of semantic computing by promoting innovative research and interdisciplinary collaboration among professionals and academics. With a diverse scope that spans across various categories including Artificial Intelligence, Information Systems, and Linguistics, it boasts commendable rankings, particularly in the fields of Linguistics (77th Percentile) and Linguistics and Language (Rank #259/1167). The journal caters to a broad audience by offering critical insights and cutting-edge studies, thereby contributing significantly to knowledge enhancement in semantic technologies and computational linguistics. Although it does not offer open access options, its rigorous peer-review process ensures the publication of high-quality research that is invaluable for both researchers and students seeking to deepen their understanding in these rapidly evolving areas.
IEEE Circuits and Systems Magazine
Exploring Cutting-edge Research in ElectronicsIEEE Circuits and Systems Magazine is a prestigious publication, renowned for its contributions to the disciplines of Electrical and Electronic Engineering and Computer Science Applications. Published by the esteemed IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, this magazine boasts a significant standing in the academic community, reflected in its Q1 ranking in both categories for the year 2023. With converged years from 1979 to 1984 and currently continuing from 2001 to 2024, it serves as a vital resource for emerging research, trends, and technological advancements in the field. Although it operates under a traditional access model, the magazine is an essential platform for researchers and practitioners to disseminate their innovative ideas, making meaningful contributions to the development of circuits and systems technologies. The magazine is headquartered in Piscataway, NJ, USA, fostering a global academic network committed to excellence in engineering research.
Journal of Electronics & Information Technology
Driving Knowledge Forward in Electrical EngineeringJournal of Electronics & Information Technology, published by the prestigious Chinese Academy of Sciences, Institute of Electronics, stands as a vital resource in the field of Electrical and Electronic Engineering. With an ISSN of 1009-5896, this journal has been dedicated to the dissemination of advanced research and innovative applications since its inception in 2001. It holds a competitive position within its category, ranked Q3 in the 2023 Scopus database, reflecting its contribution to the scientific community. The journal addresses a wide array of topics related to electronics and information technology, making it indispensable for researchers, professionals, and students aiming to stay at the forefront of technological advancements. Although it operates under a traditional model of access, its cumulative output remains pivotal for knowledge sharing and innovation in the rapidly evolving landscape of electronic engineering. With its commitment to excellence, the Journal of Electronics & Information Technology aims to foster a thriving academic environment and promote impactful research within the discipline.
JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS
Advancing the Frontiers of Circuits and ComputingJOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS is a pivotal publication in the fields of Electrical and Electronic Engineering as well as Hardware and Architecture, published by World Scientific Publishing Co. Pte Ltd in Singapore. With an ISSN of 0218-1266 and an E-ISSN of 1793-6454, this journal has contributed significantly to the discourse surrounding innovative research and technological advancements since its inception in the late 1990s. It currently holds a Q3 ranking in both relevant categories, reflecting its competitive stature and providing researchers, professionals, and students a substantial platform for disseminating findings. The journal covers a diverse range of topics, focusing on the design, analysis, and application of circuits, systems, and advanced computing technologies. Authors benefit from a rigorous peer-review process, ensuring high-quality publications that drive the field forward. The journal's commitment to excellence underscores its importance in fostering academic collaboration and knowledge exchange, making it a vital resource for anyone dedicated to advancing the domains of electrical engineering and computer science.
Nature Electronics
Exploring Breakthroughs in Electronic MaterialsNature Electronics is a premier journal in the field of Electrical and Electronic Engineering, published by NATURE PORTFOLIO. Established in 2018 and converging until 2024, it has swiftly positioned itself as a leading platform for groundbreaking research, holding a prestigious Q1 ranking in multiple categories including Electronic, Optical and Magnetic Materials, and Instrumentation according to the latest 2023 evaluations. The journal boasts an impressive Scopus ranking, securing the top position in Instrumentation and showcasing exceptional standings in both Electrical Engineering and Materials Science. With a commitment to disseminating high-quality research, Nature Electronics offers insightful access to the latest innovations and advancements in the electronics domain, making it an essential resource for researchers, professionals, and students alike. Engaging with this journal enables readers to stay at the forefront of technological progress and fosters discussion on the future of electronic materials and devices.
IEEE Canadian Journal of Electrical and Computer Engineering
Fostering Global Collaboration in Engineering ExcellenceWelcome to the IEEE Canadian Journal of Electrical and Computer Engineering, an esteemed publication by IEEE CANADA, dedicated to advancing the field of electrical and computer engineering. Since its inception in 2021, this journal has served as a vital platform for scholarly communication, encouraging the dissemination of innovative research and practical applications within the realms of electrical and electronic engineering, as well as hardware and architecture. With an impressive Q3 ranking in both categories for 2023, the journal is gaining recognition among academics and professionals alike, asserting a solid position within the competitive landscape of engineering publications. The journal is accessible as an open access resource, ensuring that groundbreaking studies are made available to a global audience, fostering collaboration and knowledge transfer. Published in Canada, the journal aims to highlight research from this vibrant region while also welcoming contributions from international experts, ultimately propelling scholarly discourse in electrical and computer engineering forward.
International Journal of Automation and Computing
Championing Quality Research in Automation TechnologiesInternational Journal of Automation and Computing, published by SPRINGERNATURE, is a premier academic journal dedicated to advancing knowledge in the fields of applied mathematics, computer science applications, control and systems engineering, and modeling and simulation. With an impressive impact factor and consistently ranked in the Q1 Quartile for its respective categories in 2023, the journal is recognized for its high-quality research and contributions to the automation and computing sectors. This journal provides open access to its articles, promoting the dissemination of innovative ideas and methodologies across a global audience. Based in China but serving an international community, the journal is key for researchers, professionals, and students looking to stay at the forefront of automation and computing technologies. Its rigorous peer-review process ensures that published works meet the highest scientific standards, making it an essential resource for those seeking to deepen their understanding and engage in cutting-edge research.
JOURNAL OF SYSTEMS ARCHITECTURE
Empowering Insights for Tomorrow's SystemsJOURNAL OF SYSTEMS ARCHITECTURE is a prestigious academic journal published by ELSEVIER, based in the Netherlands, that has established itself as a leading platform for research in the fields of Hardware and Architecture and Software. With an impressive impact factor and ranked in the Q1 category for both computer science sectors, this journal is recognized for its high-quality contributions, evidenced by its Scopus ranking of #32 in Hardware and Architecture and #74 in Software, placing it in the top percentiles of its field. The journal spans a wide range of topics central to systems architecture, focusing on innovative research that advances the understanding of computer systems and promotes future developments. Researchers, professionals, and students alike will find invaluable insights and emerging trends that address the challenges and opportunities within the rapidly evolving field of systems design and architecture. Spanning from 1996 to 2024, the JOURNAL OF SYSTEMS ARCHITECTURE continues to be a vital resource for those seeking to stay at the forefront of technology and research.