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The microservice architecture allows developers to divide the core functionality of their software system into multiple smaller services. However, this architectural style also makes it harder for them to debug and assess whether the…

Benders decomposition is a widely used method for solving large optimization problems, but its performance is often hindered by the repeated solution of subproblems. We propose a flexible and modular algorithmic framework for accelerating…

最优化与控制 · 数学 2025-08-05 Parth Brahmbhatt , David L. Cole , Victor M. Zavala , Styliani Avraamidou

The microservice software architecture is more scalable and efficient than its monolithic predecessor. Despite its increasing adoption, microservices might expose security concerns and issues that are distinct from those associated with…

In traditional SaaS enterprise applications, microservices are an essential ingredient to deploy machine learning (ML) models successfully. In general, microservices result in efficiencies in software service design, development, and…

软件工程 · 计算机科学 2020-05-05 Venkata Duvvuri

Microservices Architecture (MSA) style is a promising design approach to develop software applications consisting of multiple small and independently deployable services. Over the past few years, researchers and practitioners have proposed…

软件工程 · 计算机科学 2021-10-11 Muhammad Waseem , Peng Liang , Gastón Márquez , Mojtaba Shahin , Arif Ali Khan , Aakash Ahmad

The Internet of Things (IoT) aims to connect everyday physical objects to the internet. These objects will produce a significant amount of data. The traditional cloud computing architecture aims to process data in the cloud. As a result, a…

网络与互联网体系结构 · 计算机科学 2019-04-02 Badraddin Alturki , Stephan Reiff-Marganiec , Charith Perera , Suparna De

Abstract notions of convexity over the vertices of a graph, and corresponding notions of halfspaces, have recently gained attention from the machine learning community. In this work we study monophonic halfspaces, a notion of graph…

机器学习 · 计算机科学 2025-07-01 Marco Bressan , Victor Chepoi , Emmanuel Esposito , Maximilian Thiessen

Context: Applying Microservices Architecture (MSA) in DevOps has received significant attention in recent years. However, there exists no comprehensive review of the state of research on this topic. Objective: This work aims to…

软件工程 · 计算机科学 2020-08-19 Muhammad Waseem , Peng Liang , Mojtaba Shahin

This early work aims to allow organizations to diagnose their capacity to properly adopt microservices through initial milestones of a Microservice Maturity Model (MiMMo). The objective is to prepare the way towards a general framework to…

软件工程 · 计算机科学 2021-06-01 Jean-Philippe Gouigoux , Dalila Tamzalit , Joost Noppen

Monocular depth estimation is an essential task in the computer vision community. While tremendous successful methods have obtained excellent results, most of them are computationally expensive and not applicable for real-time on-device…

计算机视觉与模式识别 · 计算机科学 2022-09-05 Zhenyu Li , Zehui Chen , Jialei Xu , Xianming Liu , Junjun Jiang

Microservices architecture has started a new trend for application development for a number of reasons: (1) to reduce complexity by using tiny services; (2) to scale, remove and deploy parts of the system easily; (3) to improve flexibility…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Marcelo Amaral , Jordà Polo , David Carrera , Iqbal Mohomed , Merve Unuvar , Malgorzata Steinder

We present an adaptive space-time mesh refinement approach based a domain decomposition approach (Singh and Wheeler, 2018) that allows different time-step sizes and mesh refinements in different subdomains. Our numerical experiments…

数值分析 · 数学 2018-09-10 Gurpreet Singh , Mary F. Wheeler

We introduce M$^2$Hub, a toolkit for advancing machine learning in materials discovery. Machine learning has achieved remarkable progress in modeling molecular structures, especially biomolecules for drug discovery. However, the development…

Cloud-native systems represent a significant leap in constructing scalable, large systems, employing microservice architecture as a key element in developing distributed systems through self-contained components. However, the decentralized…

软件工程 · 计算机科学 2024-07-25 Amr S. Abdelfattah

In this paper, we propose a methodology for partitioning and mapping computational intensive applications in reconfigurable hardware blocks of different granularity. A generic hybrid reconfigurable architecture is considered so as the…

硬件体系结构 · 计算机科学 2011-11-09 M. D. Galanis , A. Milidonis , G. Theodoridis , D. Soudris , C. E. Goutis

The cloud is a new paradigm that is paving the way for new approaches and standards. The architectural styles are evolving in response to the cloud's requirements. In recent years, microservices have emerged as the preferred architectural…

Automating design minimizes errors, accelerates the design process, and reduces cost. However, automating robot design is challenging due to recursive constraints, multiple design objectives, and cross-domain design complexity possibly…

机器人学 · 计算机科学 2026-01-21 Andrew Wilhelm , Nils Napp

Decompilation, the process of converting machine-level code into readable source code, plays a critical role in reverse engineering. Given that the main purpose of decompilation is to facilitate code comprehension in scenarios where the…

软件工程 · 计算机科学 2024-10-01 Ruixin Qin , Yifan Xiong , Yifei Lu , Minxue Pan

Although microservices have physically isolated modules, they have failed to prevent the propagation and diffusion of dependencies. To trace the root cause of the inter-module coupling, this paper, starting from the impact assessment…

软件工程 · 计算机科学 2025-11-12 Qing Wang , Yong Zhang

Recently modular monolith architecture has attracted the attention of practitioners, as Google proposed "Service Weaver" framework to enable developers to write applications as modular monolithic and deploy them as a set of microservices.…

软件工程 · 计算机科学 2024-01-23 Ruoyu Su , Xiaozhou Li