Software-defined cloud computing: A systematic review on latest trends and developments

AA Abbasi, A Abbasi, S Shamshirband… - Ieee …, 2019 - ieeexplore.ieee.org
Cloud computing concepts offer effective and efficient tools for addressing resource-hungry
computational problems. While conventional methods, architectures, and processing …

Towards accurate prediction for high-dimensional and highly-variable cloud workloads with deep learning

Z Chen, J Hu, G Min, AY Zomaya… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Resource provisioning for cloud computing necessitates the adaptive and accurate
prediction of cloud workloads. However, the existing methods cannot effectively predict the …

Self directed learning based workload forecasting model for cloud resource management

J Kumar, AK Singh, R Buyya - Information Sciences, 2021 - Elsevier
Workload prediction plays a vital role in intelligent resource scaling and load balancing that
maximize the economic growth of cloud service providers as well as users' quality of …

Research on auto-scaling of web applications in cloud: survey, trends and future directions

P Singh, P Gupta, K Jyoti, A Nayyar - Scalable Computing: Practice and …, 2019 - scpe.org
Cloud computing emerging environment attracts many applications providers to deploy web
applications on cloud data centers. The primary area of attraction is elasticity, which allows …

A resource utilization prediction model for cloud data centers using evolutionary algorithms and machine learning techniques

S Malik, M Tahir, M Sardaraz, A Alourani - Applied Sciences, 2022 - mdpi.com
Cloud computing has revolutionized the modes of computing. With huge success and
diverse benefits, the paradigm faces several challenges as well. Power consumption …

Application-Oriented Cloud Workload Prediction: A Survey and New Perspectives

B Feng, Z Ding - Tsinghua Science and Technology, 2024 - ieeexplore.ieee.org
Workload prediction is critical in enabling proactive resource management of cloud
applications. Accurate workload prediction is valuable for cloud users and providers as it …

Performance evaluation of metaheuristics algorithms for workload prediction in cloud environment

J Kumar, AK Singh - Applied Soft Computing, 2021 - Elsevier
The smooth operation of a cloud data center along with the best user experience is one of
the prime objectives of a resource management scheme that must be achieved at low cost in …

FAST: A forecasting model with adaptive sliding window and time locality integration for dynamic cloud workloads

B Feng, Z Ding, C Jiang - IEEE Transactions on Services …, 2022 - ieeexplore.ieee.org
The workload predictor has attracted attention as a key component of the proactive service
operation management framework. However, the request and resource workloads of cloud …

Resource usage cost optimization in cloud computing using machine learning

P Osypanka, P Nawrocki - IEEE Transactions on Cloud …, 2020 - ieeexplore.ieee.org
Cloud computing is gaining popularity among small and medium-sized enterprises. The cost
of cloud resources plays a significant role for these companies and this is why cloud …

An efficient proactive VM consolidation technique with improved LSTM network in a cloud environment

K Dinesh Kumar, E Umamaheswari - Computing, 2024 - Springer
The power consumption of datacenters is multiplying, and several survey reports stated that
the power consumption of datacenters will reach approximately 8000 TWh by 2030 if do not …