Results 11 to 20 of about 3,474 (205)

MagicScaler: Uncertainty-Aware, Predictive Autoscaling [PDF]

Proceedings of the VLDB Endowment, 2023
Predictive autoscaling is a key enabler for optimizing cloud resource allocation in Alibaba Cloud's computing platforms, which dynamically adjust the Elastic Compute Service (ECS) instances based on predicted user demands to ensure Quality of Service (QoS). However, user demands in the cloud are often highly complex,
Pan, Zhicheng, Wang, Yihang, Zhang, Yingying, Yang, Sean Bin; id_orcid 0000-0001-7819-2290, Cheng, Yunyao; id_orcid 0000-0002-1819-4056, Chen, Peng, Guo, Chenjuan, Wen, Qingsong, Tian, Xiduo, Dou, Yunliang, Zhou, Zhiqiang, Yang, Chengcheng, Zhou, Aoying, Yang, Bin; id_orcid 0000-0002-1658-1079   +13 more
openaire   +4 more sources

ATOM: Model-Driven Autoscaling for Microservices [PDF]

2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS), 2019
Microservices based architectures are increasingly widespread in the cloud software industry. Still, there is a shortage of auto-scaling methods designed to leverage the unique features of these architectures, such as the ability to independently scale a subset of microservices, as well as the ease of monitoring their state and reciprocal calls.
Alim Ul Gias, Giuliano Casale, C. Murray Woodside   +2 more
core   +4 more sources

The Effects of Autoscaling in Cloud Computing

Management Science, 2018
Web-based firms often rely on cloud-based computational resources to serve customers, but the number of customers they will serve is rarely known at the time of product launch. A recent innovation in cloud computing, known as autoscaling, allows companies to automatically scale their computational load up or down to match customer demand.
Amir Fazli, Amin Sayedi, Jeffrey D. Shulman   +2 more
openaire   +2 more sources

Dynamic Autoscaling and Scheduling in Kubernetes Clusters with LSTM and ILP

Journal of Communications Software and Systems
Containerized applications provide benefits such as portability, security, and faster deployment, enabling organizations to adapt swiftly to dynamic business needs.
Somashekar Patil, Narayan D G, Ajeya Bhat   +2 more
doaj   +2 more sources

Multilayered Autoscaling Performance Evaluation: Can Virtual Machines and Containers Co–Scale? [PDF]

International Journal of Applied Mathematics and Computer Science, 2019
The wide adoption of cloud computing by businesses is due to several reasons, among which the elasticity of the cloud virtual infrastructure is the definite leader.
Podolskiy Vladimir, Jindal Anshul, Gerndt Michael   +2 more
doaj   +2 more sources

Predicting Failures of Autoscaling Distributed Applications

Proceedings of the ACM on Software Engineering
Predicting failures in production environments allows service providers to activate countermeasures that prevent harming the users of the applications. The most successful approaches predict failures from error states that the current approaches identify from anomalies in time series of fixed sets of KPI values collected at runtime.
Giovanni Denaro, Noura El Moussa, Rahim Heydarov, Francesco Lomio, Mauro Pezzè, Ketai Qiu   +5 more
openaire   +3 more sources

Self-aware and self-adaptive autoscaling for cloud based services [PDF]

, 2016
Modern Internet services are increasingly leveraging on cloud computing for flexible, elastic and on-demand provision. Typically, Quality of Service (QoS) of cloud-based services can be tuned using different underlying cloud configurations and resources,
Chen, Tao
core   +6 more sources

Enhancing Cloud Efficiency using Intelligent Autoscaling Algorithms [PDF]

, 2023
Cloud computing has revolutionized the way data and applications are managed, offering scalable, flexible, and cost-effective solutions. A critical aspect of cloud computing is autoscaling, the ability to dynamically adjust computing resources to match ...
Rahane, Pushkar Deodatta
core   +2 more sources

Increased Expression of Desmin and Vimentin Impairs Mitochondrial Function and Reduces Contractility via G0S2 in Bladder Smooth Muscle. [PDF]

FASEB J
Our previous study demonstrated that elevated levels of desmin and vimentin reduce BSM contractility. This study shows that the reduced BSM contractility is associated with mitochondrial impairment. G0/G1 switch gene 2 (G0S2) is upregulated in desmin‐ and vimentin‐overexpressing BSM.
Javed E, Thangavel C, Thangavel K, Hypolite J, Gamache I, Wang Y, Addya S, Mak D, Syed F, Mishra J, Desai V, Das P, Villalba DR, Bhushan A, Sheu SS, Shoyele SA, Seifert EL, Teodoro JG, An SS, Penn RB, Deshpande DA, Boopathi E.   +21 more
europepmc   +2 more sources

Continual Learning in Predictive Autoscaling

Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023
Predictive Autoscaling is used to forecast the workloads of servers and prepare the resources in advance to ensure service level objectives (SLOs) in dynamic cloud environments. However, in practice, its prediction task often suffers from performance degradation under abnormal traffics caused by external events (such as sales promotional activities and
Hongyan Hao, Zhixuan Chu, Shiyi Zhu, Gangwei Jiang, Yan Wang, Caigao Jiang, James Y. Zhang, Wei Jiang, Siqiao Xue, Jun Zhou   +9 more
openaire   +2 more sources