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Wireless sensor network (WSN) has been developed for decades and have performed well in the performance, power consumption, and congestion control. However, the following problems have not been addressed, such as inaccurate cost estimation…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-31 Tiannan Gao , Minxian Xu

A peer-to-peer application architecture is proposed that has the potential to eliminate the back-end servers for hosting services on the Internet. The proposed application architecture has been modeled as a distributed system for delivering…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 A. I. Khan , R. Spindler

We present a framework for performance optimization in serverless edge-cloud platforms using dynamic task placement. We focus on applications for smart edge devices, for example, smart cameras or speakers, that need to perform processing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-21 Anirban Das , Shigeru Imai , Mike P. Wittie , Stacy Patterson

Serverless Function-as-a-Service (FaaS) platforms provide applications with resources that are highly elastic, quick to instantiate, accounted at fine granularity, and without the need for explicit runtime resource orchestration. This…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-02 Michael Wawrzoniak , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

In Function as a Service (FaaS), a serverless computing variant, customers deploy functions instead of complete virtual machines or Linux containers. It is the cloud provider who maintains the runtime environment for these functions. FaaS…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-16 Bartłomiej Przybylski , Paweł Żuk , Krzysztof Rzadca

Enterprises have been attracted by the capability of blockchains to provide a single source of truth for workloads that span companies, geographies, and clouds while retaining the independence of each party's IT operations. However, so far…

Software Engineering · Computer Science 2021-10-19 Johannes Sedlmeir , Tim Wagner , Emil Djerekarov , Ryan Green , Johannes Klepsch , Shruthi Rao

Serverless computing has seen a myriad of work exploring its potential. Some systems tackle Function-as-a-Service (FaaS) properties on automatic elasticity and scale to run highly-parallel computing jobs. However, they focus on specific…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-16 Daniel Barcelona-Pons , Pedro García-López

Developing accurate and extendable performance models for serverless platforms, aka Function-as-a-Service (FaaS) platforms, is a very challenging task. Also, implementation and experimentation on real serverless platforms is both costly and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-18 Nima Mahmoudi , Hamzeh Khazaei

Serverless computing is becoming widely adopted among cloud providers, thus making increasingly popular the Function-as-a-Service (FaaS) programming model, where the developers realize services by packaging sequences of stateless function…

Networking and Internet Architecture · Computer Science 2021-10-22 Claudio Cicconetti , Marco Conti , Andrea Passarella

Automatic network management strategies have become paramount for meeting the needs of innovative real-time and data-intensive applications, such as in the Internet of Things. However, meeting the ever-growing and fluctuating demands for…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-18 Fatemeh Banaie , Karim Djemame , Abdulaziz Alhindi , Vasilios Kelefouras

Experiment-in-the-Loop Computing (EILC) requires support for numerous types of processing and the management of heterogeneous infrastructure over a dynamic range of scales: from the edge to the cloud and HPC, and intermediate resources.…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-16 Andre Luckow , Shantenu Jha

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-01 Ke Luo , Tao Ouyang , Zhi Zhou , Xu Chen

Prediction serving systems are designed to provide large volumes of low-latency inferences machine learning models. These systems mix data processing and computationally intensive model inference and benefit from multiple heterogeneous…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-14 Vikram Sreekanti , Harikaran Subbaraj , Chenggang Wu , Joseph E. Gonzalez , Joseph M. Hellerstein

Integrating GPUs into serverless computing platforms is crucial for improving efficiency. However, existing solutions for GPU-enabled serverless computing platforms face two significant problems due to coarse-grained GPU management: long…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-24 Han Zhao , Weihao Cui , Quan Chen , Shulai Zhang , Zijun Li , Jingwen Leng , Chao Li , Deze Zeng , Minyi Guo

Microservice and serverless computing systems open up massive versatility and opportunity to distributed and datacenter-scale computing. In the meantime, the deployments of modern datacenter resources are moving to disaggregated…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-26 Xiaoyi Lu , Arjun Kashyap

Serverless computing offers a pay-per-use model with high elasticity and automatic scaling for a wide range of applications. Since cloud providers abstract most of the underlying infrastructure, these services work similarly to black-boxes.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-10 Michael Kiener , Mohak Chadha , Michael Gerndt

The recently proposed Data Lakehouse architecture is built on open file formats, performance, and first-class support for data transformation, BI and data science: while the vision stresses the importance of lowering the barrier for data…

Databases · Computer Science 2023-08-11 Jacopo Tagliabue , Ciro Greco , Luca Bigon

Aggregated HPC resources have rigid allocation systems and programming models which struggle to adapt to diverse and changing workloads. Consequently, HPC systems fail to efficiently use the large pools of unused memory and increase the…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-29 Marcin Copik , Marcin Chrapek , Larissa Schmid , Alexandru Calotoiu , Torsten Hoefler

The promise of ultimate elasticity and operational simplicity of serverless computing has recently lead to an explosion of research in this area. In the context of data analytics, the concept sounds appealing, but due to the limitations of…

Databases · Computer Science 2020-05-11 Ingo Müller , Renato Marroquín , Gustavo Alonso

High performance is needed in many computing systems, from batch-managed supercomputers to general-purpose cloud platforms. However, scientific clusters lack elastic parallelism, while clouds cannot offer competitive costs for…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-16 Marcin Copik , Konstantin Taranov , Alexandru Calotoiu , Torsten Hoefler
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