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Robust control problems have significant practical implications since external disturbances can significantly impact the performance of control methods. Existing robust control methods excel at control-affine systems but fail at neural…

系统与控制 · 电气工程与系统科学 2025-06-17 Huixuan Cheng , Hanjiang Hu , Changliu Liu

Enterprises and labs performing computationally expensive data science applications sooner or later face the problem of scale but unconnected infrastructure. For this up-scaling process, an IT service provider can be hired or in-house…

分布式、并行与集群计算 · 计算机科学 2021-10-12 Martin Uray , Eduard Hirsch , Gerold Katzinger , Michael Gadermayr

High-performance computing (HPC) is essential for tackling complex computational problems across various domains. As the scale and complexity of HPC applications continue to grow, the need for scalable systems and software architectures…

分布式、并行与集群计算 · 计算机科学 2024-08-21 Risshab Srinivas Ramesh

Development cycles are getting shorter and Continuous Integration and Delivery are being established in the automotive industry. We give an overview of the peculiarities in an automotive deployment pipeline, introduce technologies used and…

软件工程 · 计算机科学 2016-12-14 Sebastian Vöst , Stefan Wagner

This paper introduces a new process that integrates inventive problem-solving methods into modern software development. The central research question addresses how tech startups can enhance their software development processes with minimal…

软件工程 · 计算机科学 2025-10-28 Song-Kyoo Kim

High-performance computing (HPC) storage systems become increasingly critical to scientific applications given the data-driven discovery paradigm shift. As a storage solution for large-scale HPC systems, dozens of applications share the…

分布式、并行与集群计算 · 计算机科学 2018-05-17 Neda Tavakoli , Dong Dai , John Jenkins , Philip Carns , Robert Ross , Yong Chen

New dynamic cloud pricing options are emerging with cloud providers offering resources as a wide range of CPU frequencies and matching prices that can be switched at runtime. On the other hand, cloud providers are facing the problem of…

分布式、并行与集群计算 · 计算机科学 2018-09-18 Dražen Lučanin , Ilia Pietri , Ivona Brandic , Rizos Sakellariou

The expanding hardware diversity in high performance computing adds enormous complexity to scientific software development. Developers who aim to write maintainable software have two options: 1) To use a so-called data locality abstraction…

Distributed computing is increasingly being viewed as the next phase of Large Scale Distributed Systems (LSDSs). However, the vision of large scale resource sharing is not yet a reality in many areas - Grid computing is an evolving area of…

分布式、并行与集群计算 · 计算机科学 2009-10-16 Florin Pop , Ciprian Mihai Dobre , Alexandru Costan , Mugurel Ionut Andreica , Eliana-Dina Tirsa , Corina Stratan , Valentin Cristea

Microservices are quite widely impacting on the software industry in recent years. Rapid evolution and continuous deployment represent specific benefits of microservice-based systems, but they may have a significant impact on non-functional…

软件工程 · 计算机科学 2024-01-31 Vittorio Cortellessa , Daniele Di Pompeo , Romina Eramo , Michele Tucci

How do you scale a machine learning product at a startup? In particular, how do you serve a greater volume, velocity, and variety of queries cost-effectively? We break down costs into variable costs-the cost of serving the model and…

机器学习 · 计算机科学 2023-04-24 Atul Dhingra , Gaurav Sood

The cost of data movement on parallel systems varies greatly with machine architecture, job partition, and nearby jobs. Performance models that accurately capture the cost of data movement provide a tool for analysis, allowing for…

分布式、并行与集群计算 · 计算机科学 2021-07-20 Amanda Bienz , Luke N. Olson , William D. Gropp , Shelby Lockhart

The transformation to Industry 4.0 changes the way embedded software systems are developed. Digital twins have the potential for cost-effective software development and maintenance strategies. With reduced costs and faster development…

软件工程 · 计算机科学 2024-03-18 Alexander Barbie , Wilhelm Hasselbring

Large organizations have diverse product offerings to meet various business needs. To increase revenue, its common these days to offer software products as integrated product suite(s) rather than individual products. Creating and…

软件工程 · 计算机科学 2017-10-03 Sai Anirudh Karre , Y. Raghu Reddy

Modern software systems undergo frequent updates, continuously evolving with new versions and variants to offer new features, improve functionality, and expand usability. Given the rapid pace of software evolution, organizations require…

For scientific software, especially those used for large-scale simulations, achieving good performance and efficiently using the available hardware resources is essential. It is important to regularly perform benchmarks to ensure the…

The evolution of distributed architectures and programming paradigms for performance-oriented program development, challenge the state-of-the-art technology for performance tools. The area of high performance computing is rapidly expanding…

分布式、并行与集群计算 · 计算机科学 2010-06-15 Ajanta De Sarkar , Nandini Mukherjee

The continuous software engineering paradigm is gaining popularity in modern development practices, where the interleaving of design and runtime activities is induced by the continuous evolution of software systems. In this context,…

In the last few years, Model Driven Development (MDD), Component-based Software Development (CBSD), and context-oriented software have become interesting alternatives for the design and construction of self-adaptive software systems. In…

软件工程 · 计算机科学 2021-08-23 Basel Magableh

We describe a novel decision-making problem developed in response to the demands of retail electronic commerce (e-commerce). While working with logistics and retail industry business collaborators, we found that the cost of delivery of…