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This paper develops a stochastic programming framework for multi-agent systems where task decomposition, assignment, and scheduling problems are simultaneously optimized. The framework can be applied to heterogeneous mobile robot teams with…

机器人学 · 计算机科学 2022-11-15 Bo Fu , William Smith , Denise Rizzo , Matthew Castanier , Maani Ghaffari , Kira Barton

Over the years, many multiprocessor locking protocols have been designed and analyzed. However, the performance of these protocols highly depends on how the tasks are partitioned and prioritized and how the resources are shared locally and…

操作系统 · 计算机科学 2018-09-11 Jian-Jia Chen , Georg von der Brüggen , Junjie Shi , Niklas Uete

It is an increasingly important issue to reduce the energy consumption of computing systems. In this paper, we consider partition based energy-aware scheduling of periodic real-time tasks on multicore processors. The scheduling exploits…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Hongtao Huang , Feng Xia , Jijie Wang , Siyu Lei , Guowei Wu

Many HPC applications can be expressed as mixed-mode computations, in which each node of a computational DAG is itself a parallel computation that can be molded at runtime to allocate different amounts of processing resources. At the same…

分布式、并行与集群计算 · 计算机科学 2019-07-10 Agnes Rohlin , Henrik Fahlgren , Miquel Pericas

Virtual sensors replace expensive physical sensors in critical applications through machine learning by predicting target signals from available measurements. Existing virtual sensor approaches require application-specific models with…

Efficient scheduling of distributed deep learning (DL) jobs in large GPU clusters is crucial for resource efficiency and job performance. While server sharing among jobs improves resource utilization, interference among co-located DL jobs…

分布式、并行与集群计算 · 计算机科学 2021-12-28 Xiaoyang Zhao , Chuan Wu

There is growing interest in accelerating irregular data-parallel algorithms on GPUs. These algorithms are typically blocking, so they require fair scheduling. But GPU programming models (e.g.\ OpenCL) do not mandate fair scheduling, and…

编程语言 · 计算机科学 2017-07-10 Tyler Sorensen , Hugues Evrard , Alastair F. Donaldson

As the Moore's scaling era comes to an end, application specific hardware accelerators appear as an attractive way to improve the performance and power efficiency of our computing systems. A massively heterogeneous system with a large…

操作系统 · 计算机科学 2019-07-02 Kartik Hegde , Abhishek Srivastava , Rohit Agrawal

The increasing parallelism of many-core systems demands for efficient strategies for the run-time system management. Due to the large number of cores the management overhead has a rising impact to the overall system performance. This work…

分布式、并行与集群计算 · 计算机科学 2015-02-11 Daniel Gregorek , Robert Schmidt , Alberto Garcia-Ortiz

Locking protocol is an essential component in resource management of real-time systems, which coordinates mutually exclusive accesses to shared resources from different tasks. Although the design and analysis of locking protocols have been…

分布式、并行与集群计算 · 计算机科学 2020-03-19 Xu Jiang , Nan Guan , He Du , Weichen Liu , Wang Yi

Parallel task-based programming models, like OpenMP, allow application developers to easily create a parallel version of their sequential codes. The standard OpenMP 4.0 introduced the possibility of describing a set of data dependences per…

分布式、并行与集群计算 · 计算机科学 2020-09-09 Jaume Bosch , Carlos Álvarez , Daniel Jiménez-González , Xavier Martorell , Eduard Ayguadé

The performance of multiprocessor synchronization and locking protocols is a key factor to utilize the computation power of multiprocessor systems under real-time constraints. While multiple protocols have been developed in the past…

操作系统 · 计算机科学 2020-07-17 Jian-Jia Chen , Junjie Shi , Georg von der Brüggen , Niklas Ueter

This paper investigates the task coordination of multi-robot where each robot has a private individual temporal logic task specification; and also has to jointly satisfy a globally given collaborative temporal logic task specification. To…

机器人学 · 计算机科学 2021-08-30 Ruofei Bai , Ronghao Zheng , Meiqin Liu , Senlin Zhang

To effectively process high volume of data across a fleet of dynamic and distributed vehicles, it is crucial to implement resource provisioning techniques that can provide reliable, cost-effective, and timely computing services. This…

分布式、并行与集群计算 · 计算机科学 2023-12-21 Minghui Liwang , Bingshuo Guo , Zhanxi Ma , Yuhan Su , Jian Jin , Seyyedali Hosseinalipour , Xianbin Wang , Huaiyu Dai

In latency-sensitive applications, efficient task scheduling is crucial for maintaining Quality of Service (QoS) while meeting strict timing constraints. This paper addresses the challenge of scheduling periodic tasks structured as directed…

分布式、并行与集群计算 · 计算机科学 2025-06-17 Ashutosh Shankar , Astha Kumari

In this paper, we present the computational task-management tool Ganga, which allows for the specification, submission, bookkeeping and post-processing of computational tasks on a wide set of distributed resources. Ganga has been developed…

The authors present an overview of a hierarchical framework for coordinating task- and motion-level operations in multirobot systems. Their framework is based on the idea of using simple temporal networks to simultaneously reason about…

人工智能 · 计算机科学 2018-04-03 Hang Ma , Wolfgang Hönig , Liron Cohen , Tansel Uras , Hong Xu , T. K. Satish Kumar , Nora Ayanian , Sven Koenig

Dataflow devices represent an avenue towards saving the control and data movement overhead of Load-Store Architectures. Various dataflow accelerators have been proposed, but how to efficiently schedule applications on such devices remains…

分布式、并行与集群计算 · 计算机科学 2023-06-06 Tiziano De Matteis , Lukas Gianinazzi , Johannes de Fine Licht , Torsten Hoefler

Heterogeneous multicore architectures are becoming increasingly popular due to their potential of achieving high performance and energy efficiency compared to the homogeneous multicore architectures. In such systems, the real-time…

操作系统 · 计算机科学 2014-05-29 Guangmo Tong , Cong Liu

Multi-socket multi-core servers are used for solving some of the important problems in computing. Remote DRAM accesses can impact performance of certain applications running on such servers. This paper presents a new near linear operating…

分布式、并行与集群计算 · 计算机科学 2020-08-07 Suryanarayana Murthy Durbhakula