PARALLEL COMPUTING
Scope & Guideline
Driving Technological Breakthroughs in Parallel Systems.
Introduction
Aims and Scopes
- Parallel Algorithms and Optimization Techniques:
Research on novel algorithms designed for efficient execution on parallel architectures, including improvements in computational speed and resource utilization. - High-Performance Computing Architectures:
Studies focusing on the design and implementation of hardware architectures that support parallel processing, including GPUs, FPGAs, and many-core processors. - Distributed Systems and Cloud Computing:
Exploration of methods and frameworks for managing and optimizing distributed computing environments, including cloud-based solutions and resource allocation strategies. - Performance Analysis and Benchmarking:
Investigations into the performance characteristics of parallel systems, including benchmarking methodologies and tools for evaluating system efficiency. - Applications of Parallel Computing:
Application-driven research that demonstrates the use of parallel computing techniques in various domains such as scientific computing, machine learning, and data analytics. - Programming Models and Tools:
Development of programming models, languages, and tools that facilitate the implementation of parallel algorithms and applications.
Trending and Emerging
- Machine Learning and AI Integration:
An increasing number of papers are focusing on the intersection of parallel computing with machine learning and artificial intelligence, particularly in optimizing algorithms for large datasets and model training. - Heterogeneous Computing:
There is a growing interest in heterogeneous computing environments that utilize a mix of CPUs, GPUs, and FPGAs to enhance computational efficiency and flexibility. - Energy-Efficient Computing:
Research aimed at developing energy-efficient parallel computing strategies is on the rise, driven by the need for sustainable computing practices and the reduction of operational costs. - Federated Learning and Distributed AI:
Emerging studies on federated learning showcase a trend towards decentralized approaches in AI training, leveraging parallel computing to enhance privacy and efficiency. - Quantum Computing Simulations:
Interest in quantum computing and its simulation on classical parallel architectures is gaining momentum, indicating a future direction for parallel computing research. - Data-Driven Parallelism:
The rise of big data analytics has led to an emphasis on data-driven approaches to parallelism, focusing on optimizing data partitioning and management in parallel applications.
Declining or Waning
- Traditional MPI Applications:
Research centered on conventional Message Passing Interface (MPI) applications has seen a decrease, possibly due to the emergence of newer programming models and paradigms that offer more flexibility and ease of use. - Static Scheduling Algorithms:
Studies focusing on static scheduling approaches have become less prevalent, as dynamic and adaptive scheduling methods gain traction due to their improved performance in variable workloads. - Low-Performance Parallel Systems:
Research related to low-performance or legacy parallel systems is waning, as the community shifts towards optimizing modern high-performance architectures. - Single-Core Optimization:
Focus on optimizing applications for single-core performance has diminished, reflecting the industry's move towards parallelism and multi-core processing as standard practice.
Similar Journals
International Journal of Reconfigurable Computing
Exploring the Future of Flexible ComputingWelcome to the International Journal of Reconfigurable Computing, a leading open-access platform dedicated to the exploration of innovative methodologies and applications in the field of reconfigurable computing. Published by HINDAWI LTD, this journal has been fostering scholarly communication since its inception in 2008. With an ISSN of 1687-7195 and an E-ISSN of 1687-7209, it offers researchers valuable access to the latest advancements and trending research in hardware and architecture, evidenced by its quarterly ranking in the Q4 category for 2023. Researchers, professionals, and students alike will find this journal an invaluable resource for staying updated in a rapidly evolving domain, notwithstanding its current Scopus ranking of 154 out of 177 within its category, reflecting a burgeoning opportunity for growth and engagement in this niche. Submitting their research to the International Journal of Reconfigurable Computing not only connects authors with a global audience but also contributes to the collective advancement of knowledge in this critical area. Explore the vast potential of reconfigurable systems and become part of a community dedicated to pushing the boundaries of computing technology.
ACM Transactions on Parallel Computing
Fostering Collaboration in Computational ScienceACM 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.
DISTRIBUTED COMPUTING
Innovating Connections in Computer NetworksDISTRIBUTED COMPUTING is a prestigious journal published by SPRINGER that has been a significant contributor to the fields of computational theory, computer networks, and hardware architecture since its inception in 1986. With its ISSN 0178-2770 and E-ISSN 1432-0452, this scholarly publication stands out for its rigorous peer-review process and its commitment to advancing knowledge in distributed systems. The journal has consistently ranked in the Q1 category for multiple relevant domains, reflecting its high impact within the academic community. Although not an open-access journal, DISTRIBUTED COMPUTING offers essential insights and research contributions that are invaluable to researchers, professionals, and students alike. Its scope encompasses various aspects of computational theory and mathematics, ensuring a comprehensive approach to the complexities of distributed systems. With an address in New York, USA, and a delivery timeline extending to 2024, this journal is poised to continue influencing the landscape of computer science and beyond.
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE
Elevating Academic Discourse in ComputingCONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, published by Wiley in the United Kingdom, serves as a pivotal platform for advancing research and innovation in the fields of computational theory, computer networks, and practical applications of computer science. With an impressive impact factor and recognition in the Q2 category for disciplines such as Computational Theory and Mathematics, this journal attracts a diverse range of scholarly articles that address the current challenges and developments in these areas. It boasts a comprehensive viewership with options for Open Access, enabling wide dissemination of knowledge. Indexed by Scopus with notable rankings in multiple categories, including a remarkable position in Computational Theory and Mathematics (Rank #41/176), the journal not only elevates academic discourse but also fosters collaboration among researchers, professionals, and students alike. As it progresses toward its 2024 milestone, CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE remains dedicated to publishing high-quality research that prepares its readership for the evolving technological landscape.
JOURNAL OF COMPUTER AND SYSTEM SCIENCES
Advancing the frontiers of computational knowledge.The Journal of Computer and System Sciences is a distinguished publication founded in 1967 and continually striving to push the boundaries of knowledge in computer science and applied mathematics. Published by Academic Press Inc, Elsevier Science, this journal boasts impressive credentials, holding a Q1 quartile ranking across multiple categories including Applied Mathematics, Computational Theory and Mathematics, Computer Networks and Communications, and Theoretical Computer Science as of 2023. With a focus on innovative research and comprehensive theoretical developments, this journal serves as a pivotal forum for authors and readers alike, facilitating cutting-edge contributions to the field. The journal is not currently open access, providing a curated selection of high-quality articles for its subscription residents. By engaging with this journal, researchers, professionals, and students can gain insight into the latest trends, prominent methodologies, and significant findings that shape the modern landscape of computing and systems analysis.
International Journal of Networked and Distributed Computing
Fostering Collaboration in Computing ResearchWelcome to the International Journal of Networked and Distributed Computing, published by SpringerNature, a premier outlet for cutting-edge research in the realms of computer networks and distributed computing systems. Established as an Open Access journal since 2013 and based in the Netherlands, this publication strives to disseminate high-quality, peer-reviewed studies that address the complexities of contemporary computing challenges. With an impact factor that reflects its growing influence—positioned in the Q3 category for both Computer Networks and Communications and Computer Science Applications—this journal serves as a pivotal resource for scholars and practitioners aiming to advance knowledge and innovation in this rapidly evolving field. The journal encompasses diverse topics, from network protocols to distributed algorithms, ensuring that researchers, professionals, and students can find relevant insights and methodologies to inform their work. Join us in exploring the depths of networked and distributed computing, contributing to a collaborative academic environment that shapes the future of technology.
JOURNAL OF SYSTEMS ARCHITECTURE
Exploring Cutting-edge Research in ArchitectureJOURNAL 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.
INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING
Pioneering Research for the Future of Parallel ProgrammingInternational Journal of Parallel Programming, published by Springer/Plenum Publishers, is a prestigious peer-reviewed journal that has been at the forefront of research in parallel programming since its inception. With a commitment to advancing methodologies and applications in parallel processing, this journal serves a diverse audience of researchers, professionals, and students in the fields of Information Systems, Software, and Theoretical Computer Science. The journal's impact is evident in its respectable 2023 Scopus rankings, where it holds a position in the 68th percentile for Theoretical Computer Science and a solid standing in related categories. Its publication years span crucial developments in computing, making it an essential resource for anyone interested in parallel programming advancements. Although currently not offering open access, the journal ensures high-quality dissemination of knowledge and innovative research findings through its rigorous editorial standards. International Journal of Parallel Programming continues to be integral for those wishing to explore critical research and developments that influence the dynamic landscape of parallel computing.
Proceedings of the ACM on Measurement and Analysis of Computing Systems
Pioneering Research in Computing Efficiency and SafetyProceedings of the ACM on Measurement and Analysis of Computing Systems, published by the Association for Computing Machinery, is a pivotal journal in the realms of Computer Science and Engineering, particularly esteemed for its comprehensive focus within the fields of Computer Networks and Communications, Hardware and Architecture, and Safety, Risk, Reliability and Quality. With an impactful presence since its convergence in 2019—and now spanning from 2021 to 2024—this journal upholds rigorous standards, reflected in its classification as Q1 in Computer Science (miscellaneous) and in key safety-related categories. Researchers and professionals will find the journal's emphasis on measurement and analytical solutions critical for advancing computational efficiency and system reliability in real-world applications. The journal does not currently have open access, maintaining its academic rigor and exclusive content that aims to serve the tech-savvy community dedicated to exploring and addressing the challenges within modern computing systems. With Scopus rankings demonstrating a steady impact in the field, particularly recognised within safety and reliability domains, the Proceedings of the ACM stands as an indispensable resource for those seeking to deepen their expertise and contribute to the evolving landscape of computing research.
INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS
Bridging Theory and Practice in High-Performance ComputingThe INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS, published by SAGE PUBLICATIONS LTD, is a leading academic journal dedicated to the advancement of high-performance computing in various domains, including hardware, software, and theoretical frameworks. With a strong commitment to disseminating innovative research since its inception in 1987, the journal plays a pivotal role in bridging the gap between theoretical advancements and practical applications in computing. Featuring an impressive impact across its categories—ranked Q2 in Hardware and Architecture, Software, and Theoretical Computer Science—this journal appeals to a diverse audience of researchers and professionals seeking to explore the latest developments and applications in high-performance computing. The journal is accessible via various open access options, ensuring that cutting-edge research is available to a wide readership, fostering collaboration and knowledge-sharing within the global computing community. Scholars interested in pushing the boundaries of technology and its applications will find this journal an invaluable resource as it continues to evolve towards its projected convergence years, extending its influence through 2024 and beyond.