Scheduling in Cloud Computing Thesis

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SCHEDULING IN CLOUD COMPUTING THESIS

SaaS (Application Layer)

• User’s QoS Scheduling
• Provider Efficiency Scheduling
• Negotiation Scheduling
• And also in Job / Task Scheduling

PaaS (Virtualization Layer)

• Load Balance Scheduling
• VM Scheduling
• Energy Conservation Scheduling
• Also based on Cost Effectiveness Scheduling

IaaS (Deployment Layer)

• Service Placement Scheduling
• Partner Federation Scheduling
• Also in Data Routing Scheduling

Scheduling Objectives in Cloud

• Cost (also in Budget Minimization)
• Makespan (also in Deadline Maximization)
• Workload Maximization
• Reliability Awareness
• Security Awareness
• Energy Consumption Minimization
• VM Utilization Maximization
• Waiting, and also Turnaround Time Minimization
• Resource Overhead Minimization
• Maximize CPU Utilization
• Minimize Queue Waiting Time
• Reduce Operational Costs
• Also in Maximize Resource Utilization

Scheduling Types in Cloud

• Preemptive Scheduling
• Non-Preemptive Scheduling
• Static Scheduling
• Dynamic Scheduling
• On-line Scheduling
• Off-line Scheduling
• Optimal based on also in Scheduling
• Heuristic Scheduling
• Also in Batch mode Scheduling

Frequently used Scheduling Algorithms

• Round Robin Scheduling Algorithm
• Min-Max Scheduling Algorithm
• Genetic Algorithm
• Ant Colony Optimization and also in Bee
• Particle Swarm Optimization Algorithm
• SCPF and also in LCFPE Algorithm
• FCFS, LIFO, SJFS, and also in FIFO
• Shortest Remaining Time Scheduling
• Non-Preemptive, Preemptive, and also in Weighted
• Multilevel Feedback Queue Scheduling
• Thread and also in Priority Scheduling Algorithm
• Highest Response Ratio Next Algorithm
• Multilevel Queue Scheduling also in Algorithm
• Multiple Processor Scheduling Algorithm
• Cost Efficient Task Scheduling
• Bin-Packing Algorithm
• Min-Min Algorithm
• Delay Scheduling Algorithm
• Earliest Deadline First Algorithm
• Lottery Scheduling Algorithm
• Rate Monotonic Scheduling & also in Algorithm
• Partitioning Scheduling also in Algorithm
• Critical Node Parent Tree Algorithm
• Insertion Scheduling also in Heuristic Algorithm
• And also in Dynamic Level Scheduling Algorithm

Resource Scheduling Algorithms

• Time based also on Scheduling
• Cost based on Scheduling
• Profit based on also in Scheduling
• Energy based on also intended for Scheduling
• Priority based Scheduling
• VM based Scheduling
• QoS and also in SLA based on Scheduling
• Nature/Bio inspired based on also Scheduling
• Hybrid based Scheduling
• Adaptive and also in Dynamic based Scheduling
• Compromised Cost Time based also in Scheduling

Scheduling Performance Metrics

• Deadline
• Guarantee Ratio
• VMs Utilization
• Throughput
• Makespan
• Task Slack
• Entropy of Schedule
• Execution time
• Completion time
• Expectation of Makespan
• Energy Consumption
• Performance
• Quality of Service
• Fault Tolerance
• Resource Utilization
• Reliability
• Time Quantum
• Arrival time
• Also in Network Bandwidth

Most Popular Cloud Computing Algorithms

• Deep Reinforcement Learning
• Artificial Neural Networks
• K-Means Clustering also in Algorithm
• Naïve Bayes Classification Algorithm
• Ensembles Method
• Semi-Markov Decision Making
• State-Action-Reward-State-Action
• Deep Deterministic Policy Gradient
• Trust Region Policy Optimization
• Soft Actor Critic
• Proximal Policy Optimization
• Twin Delayed Deep Deterministic Policy Gradient
• Linear Regression and also in Logistic Regression

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