Neuromorphic Computing and Engineering
Scope & Guideline
Transforming Ideas into Intelligent Engineering Solutions
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
Journal of Low Power Electronics and Applications
Exploring the Future of Energy-Efficient TechnologiesJournal of Low Power Electronics and Applications, published by MDPI, serves as a premier platform for researchers and professionals exploring the rapidly evolving field of low power electronics. As an Open Access journal since 2011, it provides accessible, high-quality, peer-reviewed research that contributes to sustainable engineering practices and innovative applications. With an impact factor reflective of its growing reputation, this journal occupies a significant position in the Electrical and Electronic Engineering domain, currently ranked Q3 and placed 366th out of 797 in its category by Scopus. The scope of the journal encompasses a wide range of topics, including energy-efficient circuit design, low power communication systems, and green electronics, thereby catering to a diverse audience of students, researchers, and industry experts. By facilitating the dissemination of critical advancements from 2011 through 2024, the Journal of Low Power Electronics and Applications is committed to fostering collaboration and innovation within this crucial area of technology.
IEEE Design & Test
Pioneering Insights in Electronic System DesignIEEE Design & Test is a leading academic journal published by the IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, dedicated to advancing the fields of Electrical and Electronic Engineering, Hardware and Architecture, and Software. With an ISSN of 2168-2356 and an E-ISSN of 2168-2364, the journal spans from 2013 to 2024, offering valuable insights and peer-reviewed research that addresses critical challenges in the design, verification, and testing of electronic systems. Recognized for its quality, the journal holds a Q2 designation in Electrical and Electronic Engineering and ranks within the top quartiles of its category, making it a notable resource for professionals and scholars alike. Its Scopus rankings, particularly a rank of #354 in Electrical and Electronic Engineering, underscores its significance and relevance in the rapidly evolving technological landscape. Although not currently open access, the journal remains committed to disseminating innovative research that shapes the future of technology, ensuring that researchers and practitioners stay at the forefront of their disciplines. IEEE Design & Test serves as an essential platform for exchanging ideas, fostering collaboration, and driving advancements in engineering and computer science.
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS
Exploring Breakthroughs in Electronic System DesignIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, published by the IEEE - Institute of Electrical and Electronics Engineers, is a prestigious journal that serves as a pivotal resource in the fields of computer graphics, computer-aided design, and electrical engineering. With its ISSN 0278-0070 and E-ISSN 1937-4151, this journal covers innovative research and advancements in the design and development of integrated circuits and systems from 1982 to 2024. Recognized for its high impact, it ranks in the top quartiles (Q1) for both Computer Graphics and Computer-Aided Design, as well as Electrical and Electronic Engineering, reflecting its significance and influence in these domains. It also achieves a commendable Q2 ranking in Software, ensuring a comprehensive view of technology's intersections. Although not openly accessible, this journal remains an essential platform for researchers, professionals, and students, fostering the dissemination of breakthroughs and collaborative projects that shape the future of electronic system design.
JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS
Connecting Researchers to the Future of Circuit DesignJOURNAL 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.
CHINESE JOURNAL OF ELECTRONICS
Advancing the Frontiers of Electronics ResearchThe CHINESE JOURNAL OF ELECTRONICS is a distinguished peer-reviewed publication in the fields of electrical and electronic engineering and applied mathematics, published by the reputable IEEE-Institute of Electrical and Electronics Engineers Inc. Based in the United States, this journal has been a significant platform for sharing innovative research since its inception in 1996. With a commendable impact factor, it is ranked Q3 in both applied mathematics and electrical engineering categories, reflecting its relevance and quality within the academic community. The journal aims to disseminate high-quality research, foster interdisciplinary approaches, and provide a forum for discussions on advancements and applications in electronics and associated fields. Although it currently does not offer open access, the CHINESE JOURNAL OF ELECTRONICS remains a key resource for researchers, professionals, and students seeking to stay at the forefront of technological developments. Its Scopus rankings—170th in applied mathematics and 365th in electrical engineering—highlight its credibility and importance in advancing knowledge and innovation.
Journal of Electronics & Information Technology
Advancing the Frontiers of Electronics and Information TechnologyJournal 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.
NEURAL COMPUTING & APPLICATIONS
Pioneering Research for Tomorrow's TechnologiesNEURAL COMPUTING & APPLICATIONS is a premier journal dedicated to the burgeoning fields of Artificial Intelligence and Software Engineering, published by Springer London Ltd. Established in 1993, the journal serves as a pivotal platform for disseminating cutting-edge research and innovative applications in neural computing, covering a broad range of topics from algorithm development to real-world applications. With its impressive categorization in the 2023 Journal Quartiles—ranging Q2 in Artificial Intelligence and Q1 in Software—it stands out in its discipline, ranking 42nd out of 407 in Computer Science Software and 50th out of 350 in Computer Science Artificial Intelligence, reflecting its significant impact in the academic community. Although not an open access journal, it provides vital access to significant findings and methodologies that drive advancements in technology. Researchers, professionals, and students looking to stay abreast of the most relevant and impactful developments in these fields will find NEURAL COMPUTING & APPLICATIONS an indispensable resource.
ACM Transactions on Parallel Computing
Driving Progress in Parallel and Distributed TechnologiesACM Transactions on Parallel Computing (ISSN: 2329-4949; E-ISSN: 2329-4957), published by the Association for Computing Machinery, stands as a pivotal journal in the field of computer science, particularly focusing on the advancements in parallel and distributed computing. With its convergence years spanning from 2014 to 2024, this journal serves as a significant platform for disseminating cutting-edge research, methodologies, and technologies that shape the future of computational theory, hardware architectures, and effective software solutions. Although it currently holds a Q3 category ranking in various subfields including Computational Theory and Mathematics, and Modeling and Simulation, it continues to attract researchers aiming to contribute to its growing impact in the field. The journal's commitment to fostering knowledge exchange makes it an essential resource for professionals and students eager to navigate the complexities of parallel computing. As the field evolves, ACM Transactions on Parallel Computing remains a critical reference point for innovative research and professional development in computer science.
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.
Jordan Journal of Electrical Engineering
Pioneering Knowledge in Electrical Engineering and BeyondJordan 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.