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Cloud computing has motivated renewed interest in resource allocation problems with new consumption models. A common goal is to share a resource, such as CPU or I/O bandwidth, among distinct users with different demand patterns as well as…

数据结构与算法 · 计算机科学 2021-01-27 Sebastian Perez-Salazar , Ishai Menache , Mohit Singh , Alejandro Toriello

Resource allocation for cloud services is a complex task due to the diversity of the services and the dynamic workloads. One way to address this is by overprovisioning which results in high cost due to the unutilized resources. A much more…

数据结构与算法 · 计算机科学 2015-03-10 Galia Shabtai , Danny Raz , Yuval Shavitt

When deploying machine learning (ML) applications, the automated allocation of computing resources-commonly referred to as autoscaling-is crucial for maintaining a consistent inference time under fluctuating workloads. The objective is to…

分布式、并行与集群计算 · 计算机科学 2024-02-27 Christian Schroeder , Rene Boehm , Alexander Lampe

We propose a simple yet effective policy for the predictive auto-scaling of horizontally scalable applications running in cloud environments, where compute resources can only be added with a delay, and where the deployment throughput is…

分布式、并行与集群计算 · 计算机科学 2020-08-05 Valentin Flunkert , Quentin Rebjock , Joel Castellon , Laurent Callot , Tim Januschowski

Computing systems form the backbone of many aspects of our life, hence they are becoming as vital as water, electricity, and road infrastructures for our society. Yet, engineering long running computing systems that achieve their goals in…

软件工程 · 计算机科学 2021-08-20 Danny Weyns , Thomas Bäck , Renè Vidal , Xin Yao , Ahmed Nabil Belbachir

Moving existing legacy systems to cloud platforms is a difficult and high cost process that may involve technical and non-technical resources and challenges. There is evidence that the lack of understanding and preparedness of cloud…

软件工程 · 计算机科学 2020-04-23 Mahdi Fahmideh , Farhad Daneshgar , Ghassan Beydoun , Fethi Rabhi

With the advent of cloud computing, organizations are nowadays able to react rapidly to changing demands for computational resources. Not only individual applications can be hosted on virtual cloud infrastructures, but also complete…

分布式、并行与集群计算 · 计算机科学 2017-08-21 Stefan Schulte , Christian Janiesch , Srikumar Venugopal , Ingo Weber , Philipp Hoenisch

Ecological systems are emergent features of ecological and adaptive dynamics of a community of interacting species. By natural selection through the abiotic environment and by co-adaptation within the community, species evolve, thereby…

种群与进化 · 定量生物学 2018-07-03 Katharina Brinck , Henrik Jeldtoft Jensen

The growth of world population, limitation of resources, economic problems and environmental issues force engineers to develop increasingly efficient solutions for logistic systems. Pure optimization for efficiency, however, has often led…

As the convergence of cloud computing and advanced networking continues to reshape modern software development, edge-cloud-native paradigms have become essential for enabling scalable, resilient, and agile digital services that depend on…

分布式、并行与集群计算 · 计算机科学 2026-03-05 Pawissanutt Lertpongrujikorn , Hai Duc Nguyen , Juahn Kwon , Mohsen Amini Salehi

Vehicular Cloud Computing (VCC) leverages the idle computing capacity of vehicles to execute end-users' offloaded tasks without requiring new computation infrastructure. Despite its conceptual appeal, VCC adoption is hindered by the lack of…

计算机科学与博弈论 · 计算机科学 2025-10-03 Rosario Patanè , Andrea Araldo , Nadjib Achir , Lila Boukhatem

Growing anthropogenic pressures have increased the need for robust predictive models. Meeting this demand requires approaches that can handle bigger data to yield forecasts that capture the variability and underlying uncertainty of…

定量方法 · 定量生物学 2024-08-06 EM Wolkovich , T Jonathan Davies , William D Pearse , Michael Betancourt

Multi-cloud computing is a promising paradigm to support very large scale world wide distributed applications. Multi-cloud computing is the usage of multiple, independent cloud environments, which assumed no priori agreement between cloud…

软件工程 · 计算机科学 2014-07-09 Fawaz Paraiso , Philippe Merle , Lionel Seinturier

Big data dictate their requirements to the hardware and software. Simple migration to the cloud data processing, while solving the problem of increasing computational capabilities, however creates some issues: the need to ensure the safety,…

分布式、并行与集群计算 · 计算机科学 2015-07-03 E. Nikulchev , E. Pluzhnik , D. Biryukov , O. Lukyanchikov , S. Payain

Major cloud providers such as Microsoft, Google, Facebook and Amazon rely heavily on datacenters to support the ever-increasing demand for their computational and application services. However, the financial and carbon footprint related…

分布式、并行与集群计算 · 计算机科学 2018-05-07 Rajkumar Buyya , Sukhpal Singh Gill

Cloud Computing is a paradigm of both parallel processing and distributed computing. It offers computing facilities as a utility service in pay as par use manner. Virtualization, self service provisioning, elasticity and pay per use are the…

分布式、并行与集群计算 · 计算机科学 2016-12-20 Syed Arshad Ali , Mansaf Alam

Intelligence services are playing an increasingly important role in the operation of our society. Exploring the evolution mechanism, boundaries and challenges of service ecosystem is essential to our ability to realize smart society, reap…

计算机与社会 · 计算机科学 2020-09-07 Xiao Xue , ZhiYong Feng , ShiZhan Chen , ZhangBing Zhou , ChengZhi Qin , Bing Li , ZhongJie Wang , Bin Hu , HongYue Wu , ShuFang Wang , Lu Zhang

The state-of-art of the technology focuses on data processing to deal with massive amount of data. Cloud computing is an emerging technology, which enables one to accomplish the aforementioned objective, leading towards improved business…

分布式、并行与集群计算 · 计算机科学 2012-10-01 K. S. Rashmi , V. Suma , M. Vaidehi

The Cloud Computing paradigm consists in providing customers with virtual services of the quality which meets customers' requirements. A cloud service operator is interested in using his infrastructure in the most efficient way while…

数据结构与算法 · 计算机科学 2014-03-04 Thomas Carli , Stéphane Henriot , Johanne Cohen , Joanna Tomasik

Todays Information Technology world is cloud-centric. Companies are intrigued to migrate their workload private cloud from on-premise Datacenter to Public cloud to take advantage of the latest innovations. It drives the business growth and…

分布式、并行与集群计算 · 计算机科学 2023-05-31 Subhadip Kumar