A review of microservices autoscaling with formal verification perspective

SNA Jawaddi, MH Johari… - Software: Practice and …, 2022 - Wiley Online Library
The process of scaling microservices is a challenging task, especially in maintaining
optimum resource provisioning while respecting QoS constraints and SLA. Many research …

Magicscaler: Uncertainty-aware, predictive autoscaling

Z Pan, Y Wang, Y Zhang, SB Yang, Y Cheng… - Proceedings of the …, 2023 - dl.acm.org
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) …

A meta reinforcement learning approach for predictive autoscaling in the cloud

S Xue, C Qu, X Shi, C Liao, S Zhu, X Tan, L Ma… - Proceedings of the 28th …, 2022 - dl.acm.org
Predictive autoscaling (autoscaling with workload forecasting) is an important mechanism
that supports autonomous adjustment of computing resources in accordance with fluctuating …

Burst-aware predictive autoscaling for containerized microservices

M Abdullah, W Iqbal, JL Berral, J Polo… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Autoscaling methods are used for cloud-hosted applications to dynamically scale the
allocated resources for guaranteeing Quality-of-Service (QoS). The public-facing application …

Predictive autoscaling of microservices hosted in fog microdata center

M Abdullah, W Iqbal, A Mahmood… - IEEE Systems …, 2020 - ieeexplore.ieee.org
Fog computing provides microdata center (MDC) facilities closer to the users and
applications, which help to overcome the application latency and response time concerns …

Predictive hybrid autoscaling for containerized applications

DD Vu, MN Tran, Y Kim - IEEE Access, 2022 - ieeexplore.ieee.org
One of the main challenges in deploying container service is providing the scalability to
satisfy the service performance and avoid resource wastage. To deal with this challenge …

Modeling and optimizing micro-service based cloud elastic management system

T Daradkeh, A Agarwal - Simulation Modelling Practice and Theory, 2023 - Elsevier
Cloud elasticity is a comprehensive solution that takes into account all running applications
and resources, including the cloud management system. Cloud resources and applications …

Perfsim: A performance simulator for cloud native microservice chains

MG Khan, J Taheri, A Al-Dulaimy… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Cloud native computing paradigm allows microservice-based applications to take
advantage of cloud infrastructure in a scalable, reusable, and interoperable way. However …

Trace-driven scaling of microservice applications

VM Mostofi, E Krul, D Krishnamurthy, M Arlitt - IEEE Access, 2023 - ieeexplore.ieee.org
The containerized microservices architecture is being increasingly used to build complex
applications. To minimize operating costs, service providers typically rely on an auto-scaler …

Cushion: A proactive resource provisioning method to mitigate SLO violations for containerized microservices

D Zhou, H Chen, K Shang, G Cheng… - IET …, 2022 - Wiley Online Library
Deploying microservices in container‐based cloud environments increases the agility of
resource scaling. However, the delay in autoscaling for microservices caused by container …