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Cloud applications are increasingly shifting from large monolithic services to complex graphs of loosely-coupled microservices. Despite the advantages of modularity and elasticity microservices offer, they also complicate cluster management…

分布式、并行与集群计算 · 计算机科学 2021-01-05 Yu Gan , Mingyu Liang , Sundar Dev , David Lo , Christina Delimitrou

Serverless computing has attracted a broad range of applications due to its ease of use and resource elasticity. However, developing serverless applications often poses a dilemma -- relying on general-purpose serverless platforms can fall…

分布式、并行与集群计算 · 计算机科学 2025-07-17 Minchen Yu , Yinghao Ren , Jiamu Zhao , Jiaqi Li

Autoscaling functions provide the foundation for achieving elasticity in the modern cloud computing paradigm. It enables dynamic provisioning or de-provisioning resources for cloud software services and applications without human…

软件工程 · 计算机科学 2023-09-06 Chunyang Meng , Shijie Song , Haogang Tong , Maolin Pan , Yang Yu

The serverless computing paradigm promises many desirable properties for cloud applications - low-cost, fine-grained deployment, and management-free operation. Consequently, the paradigm has underwent rapid growth: there currently exist…

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

The exponential growth of Internet of Things (IoT) has given rise to a new wave of edge computing due to the need to process data on the edge, closer to where it is being produced and attempting to move away from a cloud-centric…

分布式、并行与集群计算 · 计算机科学 2021-11-15 Hamza Javed , Adel N. Toosi , Mohammad S. Aslanpour

We study distribution-free root cause analysis in multi-stream data, where an evolving underlying system is observed through multiple data streams that may each undergo distributional changes at unknown timepoints. In such settings, the…

统计方法学 · 统计学 2026-05-22 Rohan Hore , Aaditya Ramdas

Despite engineering workflows that aim to prevent buggy code from being deployed, bugs still make their way into the Facebook app. When symptoms of these bugs, such as user submitted reports and automatically captured crashes, are reported,…

软件工程 · 计算机科学 2021-03-18 Vijayaraghavan Murali , Edward Yao , Umang Mathur , Satish Chandra

Making serverless computing widely applicable requires detailed performance understanding. Although contemporary benchmarking approaches exist, they report only coarse results, do not apply distributed tracing, do not consider asynchronous…

分布式、并行与集群计算 · 计算机科学 2022-05-17 Joel Scheuner , Simon Eismann , Sacheendra Talluri , Erwin van Eyk , Cristina Abad , Philipp Leitner , Alexandru Iosup

Availability issues of industrial microservice systems (e.g., drop of successfully placed orders and processed transactions) directly affect the running of the business. These issues are usually caused by various types of service anomalies…

软件工程 · 计算机科学 2025-03-03 Dewei Liu , Chuan He , Xin Peng , Fan Lin , Chenxi Zhang , Shengfang Gong , Ziang Li , Jiayu Ou , Zheshun Wu

Life cycle analysis (LCA) has emerged as a vital tool for assessing the environmental impacts of products, processes, and systems throughout their entire lifecycle. It provides a systematic approach to quantifying resource consumption,…

系统与控制 · 电气工程与系统科学 2025-06-03 Niraj Gohil , Nawshad Haque , Amgad Elgowainy , Amro M. Farid

Scheduling services within the computing continuum is complex due to the dynamic interplay of the Edge, Fog, and Cloud resources, each offering distinct computational and networking advantages. This paper introduces SCAREY, a user…

分布式、并行与集群计算 · 计算机科学 2025-11-21 Kurt Horvath , Dragi Kimovski , Radu Prodan

The serverless cloud computing model offers a framework where the service provider abstracts the underlying infrastructure management from developers. In this serverless model, FaaS provides an event-driven, function-oriented computing…

软件工程 · 计算机科学 2025-10-06 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

Communications networks now form the backbone of our digital world, with fast and reliable connectivity. However, even with appropriate redundancy and failover mechanisms, it is difficult to guarantee "five 9s" (99.999 %) reliability,…

计算与语言 · 计算机科学 2026-04-29 Nguyen Phuc Tran , Brigitte Jaumard , Oscar Delgado , Tristan Glatard , Karthikeyan Premkumar , Kun Ni

The goal of Root Cause Analysis (RCA) is to explain why an anomaly occurred by identifying where the fault originated. Several recent works model the anomalous event as resulting from a change in the causal mechanism at the root cause,…

Serverless computing is a cloud computing paradigm that allows developers to focus exclusively on business logic as cloud service providers manage resource management tasks. Serverless applications follow this model, where the application…

分布式、并行与集群计算 · 计算机科学 2022-01-28 Anshul Jindal , Mohak Chadha , Shajulin Benedict , Michael Gerndt

Serverless computing has gained popularity in edge computing due to its flexible features, including the pay-per-use pricing model, auto-scaling capabilities, and multi-tenancy support. Complex Serverless-based applications typically rely…

分布式、并行与集群计算 · 计算机科学 2023-09-01 Ke Luo , Tao Ouyang , Zhi Zhou , Xu Chen

Serverless computing has become a major trend among cloud providers. With serverless computing, developers fully delegate the task of managing the servers, dynamically allocating the required resources, as well as handling availability and…

分布式、并行与集群计算 · 计算机科学 2020-06-08 Pascal Maissen , Pascal Felber , Peter Kropf , Valerio Schiavoni

Current Serverless abstractions (e.g., FaaS) poorly support non-functional requirements (e.g., QoS and constraints), are provider-dependent, and are incompatible with other cloud abstractions (e.g., databases). As a result, application…

分布式、并行与集群计算 · 计算机科学 2024-10-23 Pawissanutt Lertpongrujikorn , Hai Duc Nguyen , Mohsen Amini Salehi

Microservices architecture has been widely adopted to develop software systems, but some of its trade-offs are often ignored. In particular, the introduction of eventual consistency has a huge impact on the complexity of the application…

软件工程 · 计算机科学 2022-12-23 Pedro Pereira , António Rito Silva