ACM Transactions on Parallel Computing

Scope & Guideline

Fostering Collaboration in Computational Science

Introduction

Welcome to the ACM Transactions on Parallel Computing information hub, where our guidelines provide a wealth of knowledge about the journal’s focus and academic contributions. This page includes an extensive look at the aims and scope of ACM Transactions on Parallel Computing, highlighting trending and emerging areas of study. We also examine declining topics to offer insight into academic interest shifts. Our curated list of highly cited topics and recent publications is part of our effort to guide scholars, using these guidelines to stay ahead in their research endeavors.
LanguageEnglish
ISSN2329-4949
PublisherASSOC COMPUTING MACHINERY
Support Open AccessNo
CountryUnited States
TypeJournal
Convergefrom 2014 to 2024
AbbreviationACM TRANS PARALLEL C / ACM Trans. Parallel Comput.
Frequency4 issues/year
Time To First Decision-
Time To Acceptance-
Acceptance Rate-
Home Page-
Address1601 Broadway, 10th Floor, NEW YORK, NY 10019-7434

Aims and Scopes

The ACM Transactions on Parallel Computing focuses on advancing the field of parallel computing through innovative research that explores a variety of methodologies and application domains. The journal aims to disseminate high-quality papers that contribute to both theoretical and practical aspects of parallel computing.
  1. Parallel Algorithms and Architectures:
    The journal emphasizes the development and analysis of parallel algorithms, exploring various architectures including multi-core systems, GPUs, and distributed computing environments.
  2. Performance Optimization Techniques:
    Research on performance tuning, optimization strategies, and benchmarking for parallel computing applications is a core area of focus, aiming to enhance efficiency and execution speed.
  3. Graph and Data Analysis:
    A significant portion of the journal's content is dedicated to algorithms and methodologies for large-scale graph processing and data analytics, reflecting the growing importance of these fields.
  4. Fault Tolerance and Reliability in Parallel Systems:
    The journal addresses issues related to fault tolerance, resilience, and reliability in high-performance computing systems, ensuring that parallel applications can recover from failures.
  5. Energy Efficiency and Sustainability:
    Research on energy-efficient computing practices and sustainable approaches in parallel computing is increasingly prominent, highlighting the need to reduce energy consumption in computational processes.
Recent publications in the ACM Transactions on Parallel Computing indicate a dynamic shift towards various trending and emerging themes in parallel computing, reflecting the latest technological advancements and research interests.
  1. Machine Learning and AI in Parallel Computing:
    There is a growing emphasis on the application of machine learning techniques to optimize parallel computation tasks, as evidenced by recent papers focusing on kernel selection and graph neural networks.
  2. Decentralized and Cloud-Based Computing Solutions:
    The trend towards decentralized computing and cloud-based data processing is on the rise, with research exploring adaptive scheduling and task management in cloud environments.
  3. Advanced Graph Algorithms and Their Applications:
    The proliferation of advanced algorithms for graph analytics and their applications in various domains is a prominent theme, reflecting the increasing complexity and importance of graph-based data.
  4. Energy-Efficient Parallel Computing:
    Research focusing on energy-efficient methodologies, particularly for multi-GPU systems and heterogeneous computing environments, is gaining traction, highlighting the importance of sustainability.
  5. Fault Tolerance Mechanisms in High-Performance Systems:
    Emerging strategies for ensuring fault tolerance in parallel computing systems are being prioritized, indicating a proactive approach to enhancing system reliability.

Declining or Waning

As the field of parallel computing evolves, certain themes and research areas appear to be diminishing in frequency within the journal's recent publications. This reflects shifts in research priorities and technological advancements.
  1. Traditional High-Performance Computing Techniques:
    There has been a noticeable decline in papers focusing solely on traditional HPC methods without integration of modern parallel frameworks or architectures, indicating a shift towards more contemporary approaches.
  2. Basic Parallel Programming Models:
    Research centered around foundational parallel programming models, such as basic MPI or OpenMP implementations, is less prominent, as newer models and paradigms gain traction.
  3. Static Scheduling Approaches:
    Static scheduling methods for parallel task management are becoming less common, as more dynamic and adaptive scheduling strategies are favored in recent research.

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