Self‐learning and self‐adaptive resource allocation for cloud‐based software services

X Chen, J Lin, B Lin, T Xiang, Y Zhang… - Concurrency and …, 2019 - Wiley Online Library
In the presence of scale, dynamism, uncertainty, and elasticity, cloud engineers face several
challenges when allocating resources for cloud‐based software services. They should …

Self-adaptive resource allocation for cloud-based software services based on iterative QoS prediction model

X Chen, H Wang, Y Ma, X Zheng, L Guo - Future Generation Computer …, 2020 - Elsevier
Emerging cloud-based software services have proposed request for self-adaptive resource
allocation that provides to dynamically adjust resources on demand. Traditional self …

Self-adaptive resource allocation for cloud-based software services based on progressive QoS prediction model

X Chen, J Lin, Y Ma, B Lin, H Wang… - Science China …, 2019 - search.proquest.com
Dear editor, Self-adaptation is a promising approach to allocate resources for cloud-based
software services [1, 2]. Traditional self-adaptive resource-allocation methods are rule …

Self-adaptive resource management framework for software services in cloud

H Wang, Y Ma, X Zheng, X Chen… - 2019 IEEE Intl Conf on …, 2019 - ieeexplore.ieee.org
The development of cloud computing makes it possible to dynamically adjust resources for
software services on demand. However, different software services have different QoS …

A proactive resource allocation method based on adaptive prediction of resource requests in cloud computing

J Chen, Y Wang, T Liu - EURASIP Journal on Wireless Communications …, 2021 - Springer
With the development of big data and artificial intelligence, cloud resource requests present
more complex features, such as being sudden, arriving in batches and being diverse, which …

Resource allocation for cloud-based software services using prediction-enabled feedback control with reinforcement learning

X Chen, F Zhu, Z Chen, G Min… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
With time-varying workloads and service requests, cloud-based software services
necessitate adaptive resource allocation for guaranteeing Quality-of-Service (QoS) and …

Pso-ga-based resource allocation strategy for cloud-based software services with workload-time windows

Z Chen, L Yang, Y Huang, X Chen, X Zheng… - IEEE …, 2020 - ieeexplore.ieee.org
Cloud-based software services necessitate adaptive resource allocation with the promise of
dynamic resource adjustment for guaranteeing the Quality-of-Service (QoS) and reducing …

A self‐learning fuzzy approach for proactive resource provisioning in cloud environment

R Khorsand, M Ghobaei‐Arani… - Software: Practice and …, 2019 - Wiley Online Library
The development of a communication infrastructure has made possible the expansion of the
popular massively multiplayer online games. In these games, players all over the world can …

[PDF][PDF] Dynamic effective resource allocation based on cloud computing learning model

X Fu, L Fangai - Journal of Networks, 2014 - Citeseer
In cloud computing field, a service-provider offers large number of resources for customers
with a relatively low cost. However, any resource allocation model has to consider …

Resource allocation with workload-time windows for cloud-based software services: a deep reinforcement learning approach

X Chen, L Yang, Z Chen, G Min… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As the workloads and service requests in cloud computing environments change constantly,
cloud-based software services need to adaptively allocate resources for ensuring the Quality …