Machine Learning and Optimization Models for Optimization in Cloud最新文献

Machine Learning, Deep Learning-Based Optimization in Multilayered Cloud 多层云中的机器学习、基于深度学习的优化

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-2

Punit Gupta, Mayank Kumar Goyal

{"title":"Machine Learning, Deep Learning-Based Optimization in Multilayered Cloud","authors":"Punit Gupta, Mayank Kumar Goyal","doi":"10.1201/9781003185376-2","DOIUrl":"https://doi.org/10.1201/9781003185376-2","url":null,"abstract":"The ongoing COVID-19 pandemic has resulted in the loss of lives and economic losses. In this scenario, social distancing is the only way to protect ourselves. In such a scenario, to boost the economy, a large number of industries and businesses have shifted their system to cloud, for example education, shipping, training and many more globally. To support this transition cloud services are the only solution to provide reliable and secure services to the user to sustain their business. Due to this, the load on the existing cloud infrastructure has drastically increased. So it is the responsibility of the cloud to manage the load on the existing infrastructure to maintain reliability and provide high-quality services to the user. Task allocation in the cloud is one of the key features to optimize the performance of cloud infrastructure. In this work, we have proposed a prediction-based technique using a pre-trained neural network to find a reliable resource for a task based on previous training and the history of cloud and its performance to optimize the performance in overloaded and underloaded situations. The main aim of this work is to reduce faults and provide high performance by reducing scheduling time, execution time, average start time, average finish time and network load. The proposed model uses the Big Bang-Big Crunch algorithm to generate huge datasets for training our neural model. The accuracy of the BB-BC ANN model is improved with 98% accuracy. © 2022 selection and editorial matter, Punit Gupta, Mayank Kumar Goyal, Sudeshna Chakraborty, Ahmed A Elngar;individual chapters, the contributors.","PeriodicalId":331208,"journal":{"name":"Machine Learning and Optimization Models for Optimization in Cloud","volume":"86 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-01-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115878842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Energy-Efficient VM Placement Using Backpropagation Neural Network and Genetic Algorithm 基于反向传播神经网络和遗传算法的节能虚拟机布局

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-8

Oshin Sharma, H. Saini, Geetanjali Rathee

引用次数: 0

Consideration of Availability and Reliability in Cloud Computing 云计算中可用性和可靠性的考虑

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-4

Dheeraj Rane, Vaishali Chourey, Rohit Verma, Punit Gupta

引用次数: 0

Neural Network-Based Resource Allocation Model in Multilayered Cloud 基于神经网络的多层云资源分配模型

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-3

Rohit Verma, Punit Gupta

引用次数: 1

Fault-Aware Machine Learning and Deep Learning-Based Algorithm for Cloud Architecture 基于故障感知机器学习和深度学习的云架构算法

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-7

Deepika Agarwal, Sneha Agrawal, Punit Gupta

引用次数: 0

Intelligent Scalable Algorithm for Resource Efficiency in Cloud 云环境下资源效率的智能可扩展算法

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-10

Arjun Singh, Punit Gupta, V. Sharma, Tarun Jain, Surbhi Chauhan

引用次数: 0

Machine Learning-Based Predictive Model to Improve Cloud Application Performance in Cloud SaaS 基于机器学习的预测模型在云SaaS中提高云应用性能

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-6

Falguni Sharma, Punit Gupta

引用次数: 0

Meta-Heuristic Algorithms for Power Efficiency in Cloud Computing 云计算中功率效率的元启发式算法

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-9

Shally Vats, S. Sharma, Sunil Kumar

引用次数: 0

Introduction to Virtualization in Cloud Computing 云计算虚拟化概论

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-1

V. Sharma, Arjun Singh, K. Jaya, Amit Kumar Bairwa, Devesh Kumar Srivastava

引用次数: 1

Neural Network and Deep Learning-Based Resource Allocation Model for Multilayered Cloud 基于神经网络和深度学习的多层云资源分配模型

Machine Learning and Optimization Models for Optimization in Cloud Pub Date : 2022-01-24 DOI: 10.1201/9781003185376-5

Sanjit Bhagat, Punit Gupta

引用次数: 0