INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS
Scope & Guideline
Pioneering Research for Tomorrow's Computing Challenges
Introduction
Aims and Scopes
- High-Performance Algorithms and Libraries:
Research on the development and optimization of algorithms and libraries that enhance computational performance, including linear algebra, iterative solvers, and specialized libraries for GPUs and CPUs. - Exascale Computing Solutions:
Focus on methodologies and tools that facilitate exascale computing, addressing challenges such as performance scalability, resource management, and application portability. - Parallel Computing Techniques:
Exploration of parallel computing paradigms, including MPI, OpenMP, and hybrid programming models that leverage multi-core and many-core architectures for improved performance. - Data-Driven Performance Optimization:
Utilization of machine learning and data analysis techniques to optimize performance in high-performance computing environments, including workload characterization and scheduling. - Scientific Application Development:
Development of computational frameworks and methodologies for specific scientific applications, such as climate modeling, fluid dynamics, and molecular dynamics, emphasizing performance and accuracy. - Interdisciplinary Approaches:
Integration of HPC with other fields such as AI, data science, and materials science to address complex computational problems and enhance the capability of scientific simulations.
Trending and Emerging
- Exascale Computing Challenges:
An increasing number of studies are addressing the unique challenges posed by exascale computing, including resource management, performance optimization, and application scalability, reflecting the community's focus on future computing architectures. - Machine Learning and AI Integration:
The integration of machine learning and artificial intelligence into HPC applications is a growing trend, with research exploring how these technologies can enhance performance, automate workflows, and improve decision-making processes. - Heterogeneous Computing Environments:
A significant emphasis on heterogeneous computing, combining CPUs, GPUs, and specialized hardware, is evident, as researchers seek to optimize performance across diverse architectures. - Advanced Visualization Techniques:
Emerging studies focus on advanced visualization techniques for large-scale data generated by HPC applications, enhancing the ability to interpret complex results effectively. - Sustainable and Energy-Efficient Computing:
Research is increasingly directed towards sustainability and energy efficiency in HPC, exploring methods to reduce the carbon footprint and improve the energy performance of high-performance computing systems.
Declining or Waning
- Traditional CPU-based Computation:
There has been a noticeable decrease in research focused solely on traditional CPU-based computing methods, as the shift towards GPU and heterogeneous computing becomes more pronounced. - Basic Numerical Methods:
Research centered on fundamental numerical methods without significant enhancements or optimizations is becoming less common, as the community increasingly emphasizes advanced, application-specific solutions. - Legacy Software Systems:
The study of legacy software systems and their optimization has waned, with a greater emphasis now placed on developing new architectures and programming models tailored for modern HPC environments. - Non-Exascale Applications:
Investigations into non-exascale applications are less frequently published, reflecting a trend towards tackling the challenges presented by exascale computing and its associated complexities. - Generalized Performance Metrics:
Research that focuses on generalized performance metrics without context-specific applications is declining, as more studies emphasize targeted performance improvements for specific applications or architectures.
Similar Journals
COMPUTER PHYSICS COMMUNICATIONS
Pioneering Insights in Computer Physics CommunicationsCOMPUTER PHYSICS COMMUNICATIONS is a premier journal published by Elsevier, renowned for its contributions to the fields of computer science and physics. With an ISSN of 0010-4655 and an E-ISSN of 1879-2944, this journal has established itself over the decades, beginning its journey in 1969 and running through 2025, fostering innovative research and discussions. Recognized for its high impact, it sits in the Q1 quartile for both Hardware and Architecture as well as for miscellaneous Physics and Astronomy, underscoring its significance in the academic community. The journal's Scopus rankings further reflect its prestige, with a rank of #12 out of 177 in Computer Science and #18 out of 243 in Physics and Astronomy, placing it in the top percentiles of its field. Although it does not currently offer Open Access options, COMPUTER PHYSICS COMMUNICATIONS remains a vital resource for researchers, professionals, and students seeking to advance their knowledge and contribute to the ongoing dialogue in computer physics and its myriad applications.
International Journal of Grid and Utility Computing
Advancing the Future of Computing SolutionsInternational Journal of Grid and Utility Computing is a pioneering publication dedicated to advancing research in the domains of grid computing, utility computing, and their applications across various sectors. Initiated in 2005 and continuing through 2024, the journal is published by INDERSCIENCE ENTERPRISES LTD, a respected publisher known for its commitment to facilitating scholarly communication. With an ISSN of 1741-847X and an E-ISSN of 1741-8488, this journal, based in the United Kingdom, serves a global audience of researchers, professionals, and students. Although classified in the Q4 category across Applied Mathematics, Computer Science Applications, and Management Information Systems, the journal aims to bridge theoretical research with practical implementation, fostering interdisciplinary collaborations. Researchers looking for a platform to disseminate their work on grid technology and its utility in modern computing environments will find this journal an invaluable resource. The focus on innovative computing methodologies places it at the forefront of emerging trends and technology applications, despite the need for increased visibility in competitive metrics like Scopus rankings.
COMPUTING
Fostering Breakthroughs in Computational MethodologiesCOMPUTING, published by Springer Wien, is a prestigious journal that has been at the forefront of computational research since its inception in 1966. With an ISSN of 0010-485X and an E-ISSN of 1436-5057, this journal is renowned for its rigorous peer-reviewed articles that span across various domains such as Computational Mathematics, Numerical Analysis, and Theoretical Computer Science. The journal consistently maintains a high impact factor, securing a Q1 ranking in multiple categories including Computational Mathematics and Computer Science Applications, thereby reflecting its influential role in shaping contemporary academic discourse. Although it does not currently offer open access options, the journal is widely accessible within academic institutions. Given its significant placement in Scopus rankings—most notably Rank #5 in Numerical Analysis—COMPUTING is an essential resource for researchers, professionals, and students who are engaged in advancing the field of computing. With its scope extending to innovative methodologies and theoretical advancements, COMFORTING continues to attract high-quality submissions, making it a cornerstone publication in the computational sciences.
Journal of Grid Computing
Fostering Excellence in Grid Computing ResearchThe Journal of Grid Computing, published by Springer, stands as a pivotal resource in the dynamic field of computer science, particularly within the realms of Computer Networks and Communications, Hardware and Architecture, Information Systems, and Software. With an impressive Q1 ranking across these categories in 2023, the journal exemplifies excellence and rigor, catering to a diverse readership from researchers to industry professionals. Established in 2003, this esteemed journal is anchored in the Netherlands and releases cutting-edge research that reflects trends and advancements in grid computing technologies. Researchers can gain insights through its vast contributions, while institutions benefit from its prestigious standing within the SCOPUS framework, boasting high percentile ranks in multiple computer science categories. Though not open access, the journal provides unparalleled access options for institutional subscribers, solidifying its importance as a gateway to innovative discoveries in high-performance distributed computing.
ACM Transactions on Parallel Computing
Transforming Theories into 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.
COMPUTING IN SCIENCE & ENGINEERING
Exploring the Intersection of Computing and Engineering.COMPUTING IN SCIENCE & ENGINEERING, published by the IEEE Computer Society, is a leading journal dedicated to bridging the gap between computing principles and practical applications in the realms of science and engineering. With an impact factor that reflects its strong reputation, this journal is essential for researchers, professionals, and students seeking to explore the latest developments as well as interdisciplinary collaborations in computing. Since its inception in 1999, the journal has undergone many transformations to remain at the forefront of innovation, with a converged publication range extending through 2024. It is categorized in the Q2 quartiles for both Computer Science and Engineering, demonstrating its significance in these fields, as evidenced by its Scopus rankings, placing it in the top 30% of general engineering and computer science journals. As part of the open-access movement, readers are encouraged to engage with cutting-edge research, fostering a deeper understanding and application of computing in various scientific disciplines. Discover the latest findings and contribute to advancing knowledge in this dynamic and critical area of study.
ACM Journal on Emerging Technologies in Computing Systems
Unveiling Breakthroughs in Computing TechnologiesACM Journal on Emerging Technologies in Computing Systems, published by the Association for Computing Machinery, stands as a premier platform dedicated to the exploration and discussion of avant-garde advancements in computing systems. With an ISSN of 1550-4832 and an E-ISSN of 1550-4840, this journal has achieved notable recognition, holding a 2023 Q2 ranking in key fields such as Electrical and Electronic Engineering, Hardware and Architecture, Nanoscience and Nanotechnology, and Software. Spanning from 2005 to 2024, it provides a critical forum for researchers, professionals, and students alike to disseminate innovative research and applications that shape the future of technology. Although currently not open access, the journal's commitment to high-quality, peer-reviewed content ensures its relevance and impact, as reflected in its competitive Scopus ranks across various disciplines. Engage with groundbreaking research that propels the frontiers of computational systems in this dynamic academic journal.
SIAM JOURNAL ON SCIENTIFIC COMPUTING
Fostering Excellence in Scientific Computing ResearchSIAM Journal on Scientific Computing is a premier journal published by SIAM Publications, focusing on the interdisciplinary domain of scientific computing. With a significant standing in the academic community, this journal boasts a 2023 Q1 ranking in both Applied Mathematics and Computational Mathematics, positioning it among the top-tier publications in these fields. The journal aims to disseminate high-quality research that applies computational methods to solve scientific and engineering problems, fostering advancements in numerical analysis, algorithms, and software development. Researchers and professionals can greatly benefit from the journal's rigorous peer-review process and its reputation for publishing cutting-edge studies. Though it is not an open-access journal, subscribing institutions and individual subscribers gain access to a wealth of knowledge tailored for those seeking to enhance their expertise in scientific computation. With its established history since 1996 and continuing to publish until 2024, the SIAM Journal on Scientific Computing remains an essential resource for students, researchers, and professionals dedicated to pushing the boundaries of this dynamic field.
Scalable Computing-Practice and Experience
Bridging Theory and Practice in ComputingScalable Computing - Practice and Experience, published by UNIV VEST TIMISOARA, stands as a significant platform for research and discourse in the realm of computer science, particularly focusing on practical applications and scalability in computing systems. Established in 2005, it aims to bridge the gap between theoretical advancements and real-world implementations, catering to a diverse readership that includes researchers, professionals, and students who are keen on exploring innovative computing practices. With an H-index reflective of its contribution and a Category Quartile of Q3 in Computer Science (miscellaneous), the journal offers a rich repository of knowledge, albeit currently not open access, from its base in Timisoara, Romania. The journal is included in Scopus rankings, underscoring its relevancy with a current rank of #144 out of 232 in the General Computer Science category, placing it in the 38th percentile. It invites contributions that expand the horizons of scalable computing methodologies and experiences, making it a vital resource for those engaged in this rapidly evolving field.
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.