Automated Workflow Scheduling in Self-Adaptive Clouds
Concepts, Algorithms and Methods
Paperback Engels 2018 9783319860503Samenvatting
This timely text/reference presents a comprehensive review of the workflow scheduling algorithms and approaches that are rapidly becoming essential for a range of software applications, due to their ability to efficiently leverage diverse and distributed cloud resources. Particular emphasis is placed on how workflow-based automation in software-defined cloud centers and hybrid IT systems can significantly enhance resource utilization and optimize energy efficiency.Topics and features: describes dynamic workflow and task scheduling techniques that work across multiple (on-premise and off-premise) clouds; presents simulation-based case studies, and details of real-time test bed-based implementations; offers analyses and comparisons of a broad selection of static and dynamic workflow algorithms; examines the considerations for the main parameters in projects limited by budget and time constraints; covers workflow management systems, workflow modeling and simulation techniques, and machine learning approaches for predictive workflow analytics.
This must-read work provides invaluable practical insights from three subject matter experts in the cloud paradigm, which will empower IT practitioners and industry professionals in their daily assignments. Researchers and students interested in next-generation software-defined cloud environments will also greatly benefit from the material in the book.
Specificaties
Lezersrecensies
Inhoudsopgave
Demystifying the Traits of Software-Defined Cloud Environments (SDCEs)
Workflow Management Systems
Workflow Scheduling Algorithms and Approaches
Workflow Modeling and Simulation Techniques
Execution of Workflow Scheduling in Cloud Middleware
Workflow Predictions through Operational Analytics and Machine Learning
Workflow Integration and Orchestration - Opportunities and the Challenges
Workload Consolidation through Automated Workload Scheduling
Automated Optimization Methods for Workflow Execution
Hybrid IT: Characteristics and Capabilities
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