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Achieving resource efficiency while preserving end-user experience is non-trivial for cloud application operators. As cloud applications progressively adopt microservices, resource managers are faced with two distinct levels of system…

分布式、并行与集群计算 · 计算机科学 2024-04-16 Zibo Wang , Pinghe Li , Chieh-Jan Mike Liang , Feng Wu , Francis Y. Yan

Applications in science and engineering often require huge computational resources for solving problems within a reasonable time frame. Parallel supercomputers provide the computational infrastructure for solving such problems. A…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Rajesh Sudarsan , Calvin J. Ribbens

Microservice architecture has transformed traditional monolithic applications into lightweight components. Scaling these lightweight microservices is more efficient than scaling servers. However, scaling microservices still faces the…

分布式、并行与集群计算 · 计算机科学 2026-01-06 Linfeng Wen , Minxian Xu , Sukhpal Singh Gill , Muhammad Hafizhuddin Hilman , Satish Narayana Srirama , Kejiang Ye , Chengzhong Xu

Designing software compatible with cloud-based Microservice Architectures (MSAs) is vital due to the performance, scalability, and availability limitations. As the complexity of a system increases, it is subject to deprecation, difficulties…

软件工程 · 计算机科学 2024-07-22 Thakshila Imiya Mohottige , Artem Polyvyanyy , Rajkumar Buyya , Colin Fidge , Alistair Barros

Applications are moving away from monolithic designs to microservice and serverless architectures, where fleets of lightweight and independently deployable components run on public clouds. Autoscaling serves as the primary control mechanism…

分布式、并行与集群计算 · 计算机科学 2026-02-06 Haoyu Bai , Muhammed Tawfiqul Islam , Minxian Xu , Rajkumar Buyya

This paper proposes a reinforcement learning-based method for microservice resource scheduling and optimization, aiming to address issues such as uneven resource allocation, high latency, and insufficient throughput in traditional…

分布式、并行与集群计算 · 计算机科学 2025-07-18 Yujun Zou , Nia Qi , Yingnan Deng , Zhihao Xue , Ming Gong , Wuyang Zhang

Multi-cloud systems facilitate a cost-efficient and geographically-distributed deployment of microservice-based applications by temporary leasing virtual nodes with diverse pricing models. To preserve the cost-efficiency of multi-cloud…

网络与互联网体系结构 · 计算机科学 2024-05-09 Marco Zambianco , Silvio Cretti , Domenico Siracusa

With the rapid growth of IoT devices and their diverse workloads, container-based microservices deployed at edge nodes have become a lightweight and scalable solution. However, existing microservice scheduling algorithms often assume static…

网络与互联网体系结构 · 计算机科学 2025-12-11 Jingxi Lu , Wenhao Li , Jianxiong Guo , Xingjian Ding , Zhiqing Tang , Tian Wang , Weijia Jia

Integrating spatial context into large language models (LLMs) has the potential to revolutionize human-computer interaction, particularly in wearable devices. In this work, we present a novel system architecture that incorporates spatial…

声音 · 计算机科学 2025-04-28 Ayushi Mishra , Yang Bai , Priyadarshan Narayanasamy , Nakul Garg , Nirupam Roy

This paper introduces a microservices architecture for the purpose of enhancing the flexibility and performance of an airline reservation system. The architectural design incorporates Redis cache technologies, two different messaging…

计算工程、金融与科学 · 计算机科学 2024-11-01 Biman Barua , M. Shamim Kaiser

The explosive growth of user devices and emerging applications is driving unprecedented traffic demands, accompanied by stringent Quality of Service (QoS) requirements. Addressing these challenges necessitates innovative service…

网络与互联网体系结构 · 计算机科学 2025-04-16 Mohammad Farhoudi , Masoud Shokrnezhad , Somayeh Kianpisheh , Tarik Taleb

Service Level Objectives (SLOs) aim to set threshold for service time in cloud services to ensure acceptable quality of service (QoS) and user satisfaction. Currently, many studies consider SLOs as a system resource to be allocated,…

分布式、并行与集群计算 · 计算机科学 2024-09-24 Kan Hu , Linfeng Wen , Minxian Xu , Kejiang Ye

Multi-cloud environments enable a cost-efficient scaling of cloud-native applications across geographically distributed virtual nodes with different pricing models. In this context, the resource fragmentation caused by frequent changes in…

网络与互联网体系结构 · 计算机科学 2025-09-10 Marco Zambianco , Silvio Cretti , Domenico Siracusa

Microservices is an architectural style that structures an application as a collection of loosely coupled services, making it easy for developers to build and scale their applications. The microservices architecture approach differs from…

分布式、并行与集群计算 · 计算机科学 2023-04-27 Muhammad Ahsan , Sacheendra Talluri , Alexandru Iosup

Modern distributed software systems often operate in dynamic environments in which operation conditions change continuously and subsystems may come and go at will, e.g. intelligent traffic management and multi-robot systems. To manage these…

多智能体系统 · 计算机科学 2019-09-10 Danny Weyns , Flavio Oquendo

Addressing the diverse fault morphologies, complex dependencies, and time-varying operational states in microservice distributed systems, this paper proposes a distributed fault discrimination model based on temporal graph neural networks.…

分布式、并行与集群计算 · 计算机科学 2026-05-05 Yihan Xue , Yuxiao Wang , Ao Zhu , Xiaoxuan Sun , Chong Zhang

Modularity and decontextualisation are core principles of a service-oriented architecture. However, the principles are often lost when it comes to an implementation of services, as a result of a rigidly defined service interface. The…

计算机科学中的逻辑 · 计算机科学 2016-03-03 Pavel Zaichenkov , Olga Tveretina , Alex Shafarenko

Microservice architecture is widely adopted in modern systems, where auto-scaling is critical for satisfying service-level objectives (SLOs). However, determining optimal scaling for microservices is difficult, and reactive resource…

软件工程 · 计算机科学 2026-05-05 Jia Li , Mehrdad Sabetzadeh , Shiva Nejati

This paper introduces Project Synapse, a novel agentic framework designed for the autonomous resolution of last-mile delivery disruptions. Synapse employs a hierarchical multi-agent architecture in which a central Resolution Supervisor…

人工智能 · 计算机科学 2026-01-14 Arin Gopalan Yadav , Varad Dherange , Kumar Shivam

Proposing and implementing software systems, especially web applications for e-commerce using the traditional monolithic approach has been the norm, however, as new user requirements force organisations and developers to add more…

软件工程 · 计算机科学 2023-03-23 Sunday David Ubur