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Workflow management systems (WMS) support the composition and deployment of workflow-oriented applications in distributed computing environments. They hide the complexity of managing large-scale applications, which includes the controlling…

分布式、并行与集群计算 · 计算机科学 2020-06-04 Muhammad H. Hilman , Maria A. Rodriguez , Rajkumar Buyya

Business Process Simulation (BPS) is a critical tool for analyzing and improving organizational processes by estimating the impact of process changes. A key component of BPS is the case-arrival model, which determines the pattern of new…

机器学习 · 计算机科学 2025-05-29 Lukas Kirchdorfer , Konrad Özdemir , Stjepan Kusenic , Han van der Aa , Heiner Stuckenschmidt

Policy targets evolve faster than the Coupled Model Intercomparison Project cycles, complicating adaptation and mitigation planning that must often contend with outdated projections. Climate model output emulators address this gap by…

大气与海洋物理 · 物理学 2026-04-14 Shahine Bouabid , Andre Nogueira Souza , Raffaele Ferrari

Over the last couple of decades, there has been a surge in various approaches to multiple-point statistics simulation, commonly referred to as MPS. These methods have aimed to improve several critical aspects of realism in the results,…

The growing integration of renewable energy sources (RESs) in modern power systems has intensified the need for resilient and efficient microgrid solutions. DC microgrids have gained prominence due to their reduced conversion losses,…

系统与控制 · 电气工程与系统科学 2025-11-11 S. Gokul Krishnan , Mohd Asim Aftab , Shehab Ahmed , Charalambos Konstantinou

Kernel method-based intensity estimators, formulated within reproducing kernel Hilbert spaces (RKHSs), and classical kernel intensity estimators (KIEs) have been among the most easy-to-implement and feasible methods for estimating the…

机器学习 · 统计学 2025-06-02 Hideaki Kim , Tomoharu Iwata , Akinori Fujino

Many-core co-design is a complex task in which application complexity design space, heterogeneous many-core architecture design space, parallel programming language design space, simulator design space and optimizer design space should get…

分布式、并行与集群计算 · 计算机科学 2018-06-05 Dhanasekar , Anirudh Seshadri , Sudharshan Srinivasan , Suryanarayanan , Akash Sridhar

Supply Chain (SC) modeling is essential to understand and influence SC behavior, especially for increasingly globalized and complex SCs. Existing models address various SC notions, e.g., processes, tiers and production, in an isolated…

数据库 · 计算机科学 2022-05-16 Nour Ramzy , Soren Auer , Hans Ehm , Javad Chamanara

Evaluating quantum algorithms at utility-scale - involving more than 100 qubits - is a key step toward advancing real-world applications of quantum computing. In this study, we benchmark seven state-of-the-art quantum emulators employing…

Although system heterogeneity has been extensively studied in the past, there is yet to be a study on measuring the impact of heterogeneity on system performance. For this purpose, we propose a heterogeneity measure that can characterize…

分布式、并行与集群计算 · 计算机科学 2023-12-07 Ali Mokhtari , Saeid Ghafouri , Pooyan Jamshidi , Mohsen Amini Salehi

Existing extremum-seeking control (ESC) approaches typically rely on applying repeated perturbations to input parameters and performing measurements of the corresponding performance output. The required separation between the different…

系统与控制 · 电气工程与系统科学 2025-10-06 Wouter Weekers , Alessandro Saccon , Nathan van de Wouw

The performance levels of a computing machine running a given workload configuration are crucial for both users and providers of computing resources. Knowing how well a computing machine is running with a given workload configuration is…

分布式、并行与集群计算 · 计算机科学 2020-12-16 Lorenzo Luciano , Imre Kiss , Peter William Beardshear , Esther Kadosh , A. Ben Hamza

The evaluation of Indoor Positioning Systems (IPS) mostly relies on local deployments in the researchers' or partners' facilities. The complexity of preparing comprehensive experiments, collecting data, and considering multiple scenarios…

Existing ML benchmarks lack the depth and diversity of annotations needed for evaluating models on business process management (BPM) tasks. BPM is the practice of documenting, measuring, improving, and automating enterprise workflows.…

Simulation offers unique values for both enumeration and extrapolation purposes, and is becoming increasingly important for managing the massive machine learning (ML) clusters and large-scale distributed training jobs. In this paper, we…

机器学习 · 计算机科学 2024-12-18 Yicheng Feng , Yuetao Chen , Kaiwen Chen , Jingzong Li , Tianyuan Wu , Peng Cheng , Chuan Wu , Wei Wang , Tsung-Yi Ho , Hong Xu

Measuring performance-critical characteristics of application workloads is important both for developers, who must understand and optimize the performance of codes, as well as designers and integrators of HPC systems, who must ensure that…

软件工程 · 计算机科学 2018-11-01 Beau Johnston , Josh Milthorpe

Effective cognitive workload management has a major impact on the safety and performance of pilots. Integrating brain-computer interfaces (BCIs) presents an opportunity for real-time workload assessment. Leveraging cognitive workload data…

Business Process Simulation (BPS) is an approach to analyze the performance of business processes under different scenarios. For example, BPS allows us to estimate what would be the cycle time of a process if one or more resources became…

软件工程 · 计算机科学 2023-03-31 David Chapela-Campa , Ismail Benchekroun , Opher Baron , Marlon Dumas , Dmitry Krass , Arik Senderovich

Estimating the number of clusters (K) is a critical and often difficult task in cluster analysis. Many methods have been proposed to estimate K, including some top performers using resampling approach. When performing cluster analysis in…

统计方法学 · 统计学 2019-09-05 Yujia Li , Xiangrui Zeng , Chien-Wei Lin , George Tseng

Artificial intelligence for IT Operations (AIOps) plays a critical role in operating and managing cloud-native systems and microservice-based applications but is limited by the lack of high-quality datasets with diverse scenarios. Realistic…

软件工程 · 计算机科学 2023-04-28 Yongqi Han , Qingfeng Du , Jincheng Xu , Shengjie Zhao , Zhekang Chen , Li Cao , Kanglin Yin , Dan Pei