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A taxonomy and survey on scheduling algorithms for scientific workflows in IaaS cloud computing environments

https://doi.org/10.1002/cpe.4041
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/0470867167openalex-snapshot
Grid Computing
inferredcites →https://doi.org/10.1002/9780470496916openalex-snapshot
Metaheuristics
inferredcites →https://doi.org/10.1002/9780470940105.ch12openalex-snapshot
Workflow Engine for Clouds
inferredcites →https://doi.org/10.1007/978-1-84628-757-2_10openalex-snapshot
SCEC CyberShake Workflows—Automating Probabilistic Seismic Hazard Analysis Calculations
inferredcites →https://doi.org/10.1007/978-1-84628-757-2_22openalex-snapshot
Workflow Management in Condor
inferredcites →https://doi.org/10.1007/978-3-540-68111-3_78openalex-snapshot
Scientific Workflow: A Survey and Research Directions
inferredcites →https://doi.org/10.1007/978-3-540-69277-5_7openalex-snapshot
Workflow Scheduling Algorithms for Grid Computing
inferredcites →https://doi.org/10.1007/978-3-642-12636-9_9openalex-snapshot
A Performance Analysis of EC2 Cloud Computing Services for Scientific Computing
inferredcites →https://doi.org/10.1007/bfb0024747openalex-snapshot
Efficient parallel algorithms for scheduling with tree precedence constraints
inferredcites →https://doi.org/10.1007/s00024-010-0161-6openalex-snapshot
CyberShake: A Physics-Based Seismic Hazard Model for Southern California
inferredcites →https://doi.org/10.1007/s10586-013-0325-0openalex-snapshot
Multi-objective workflow scheduling in Amazon EC2
inferredcites →https://doi.org/10.1007/s10723-012-9227-2openalex-snapshot
A Provenance-based Adaptive Scheduling Heuristic for Parallel Scientific Workflows in Clouds
inferredcites →https://doi.org/10.1016/0012-365x(85)90042-1openalex-snapshot
Interval graphs and interval orders
inferredcites →https://doi.org/10.1016/j.future.2008.12.001openalex-snapshot
Cloud computing and emerging IT platforms: Vision, hype, and reality for delivering computing as the 5th utility
inferredcites →https://doi.org/10.1016/j.future.2011.05.001openalex-snapshot
Cost optimized provisioning of elastic resources for application workflows
inferredcites →https://doi.org/10.1016/j.future.2012.01.005openalex-snapshot
A family of heuristics for agent-based elastic Cloud bag-of-tasks concurrent scheduling
inferredcites →https://doi.org/10.1016/j.future.2012.05.004openalex-snapshot
Deadline-constrained workflow scheduling algorithms for Infrastructure as a Service Clouds
inferredcites →https://doi.org/10.1016/j.future.2012.08.015openalex-snapshot
Characterizing and profiling scientific workflows
inferredcites →https://doi.org/10.1016/j.future.2015.07.021openalex-snapshot
Low-time complexity budget–deadline constrained workflow scheduling on heterogeneous resources
inferredcites →https://doi.org/10.1016/j.jcss.2011.12.015openalex-snapshot
Enforcing QoS in scientific workflow systems enacted over Cloud infrastructures
inferredcites →https://doi.org/10.1016/j.jpdc.2011.01.008openalex-snapshot
BTS: Resource capacity estimate for time-targeted science workflows
inferredcites →https://doi.org/10.1016/j.jpdc.2014.09.002openalex-snapshot
SABA: A security-aware and budget-aware workflow scheduling strategy in clouds
inferredcites →https://doi.org/10.1016/j.knosys.2015.02.012openalex-snapshot
Resource-efficient workflow scheduling in clouds
inferredcites →https://doi.org/10.1016/j.procs.2014.05.047openalex-snapshot
Fault-tolerant Workflow Scheduling using Spot Instances on Clouds
inferredcites →https://doi.org/10.1016/j.procs.2014.05.049openalex-snapshot
Workflow as a Service in the Cloud: Architecture and Scheduling Algorithms
inferredcites →https://doi.org/10.1016/s0022-0000(75)80008-0openalex-snapshot
NP-complete scheduling problems
inferredcites →https://doi.org/10.1093/comjnl/bxu158openalex-snapshot
WaaS: Workflow-as-a-Service for the Cloud with Scheduling of Continuous and Data-Intensive Workflows
inferredcites →https://doi.org/10.1109/32.4634openalex-snapshot
A taxonomy of scheduling in general-purpose distributed computing systems
inferredcites →https://doi.org/10.1109/71.993206openalex-snapshot
Performance-effective and low-complexity task scheduling for heterogeneous computing
inferredcites →https://doi.org/10.1109/aina.2014.105openalex-snapshot
Robust Scheduling of Scientific Workflows with Deadline and Budget Constraints in Clouds
inferredcites →https://doi.org/10.1109/ccgrid.2012.46openalex-snapshot
An Analysis of Provisioning and Allocation Policies for Infrastructure-as-a-Service Clouds
inferredcites →https://doi.org/10.1109/ccgrid.2013.55openalex-snapshot
Stretch Out and Compact: Workflow Scheduling with Resource Abundance
inferredcites →https://doi.org/10.1109/cec.2015.7256982openalex-snapshot
Renumber strategy enhanced particle swarm optimization for cloud computing resource scheduling
inferredcites →https://doi.org/10.1109/cgc.2013.14openalex-snapshot
Energy-Constrained Provisioning for Scientific Workflow Ensembles
inferredcites →https://doi.org/10.1109/cloud.2012.103openalex-snapshot
A Performance Study on the VM Startup Time in the Cloud
inferredcites →https://doi.org/10.1109/cloudcom.2010.69openalex-snapshot
Performance Analysis of High Performance Computing Applications on the Amazon Web Services Cloud
inferredcites →https://doi.org/10.1109/grid.2004.3openalex-snapshot
A Novel Architecture for Realizing Grid Workflow using Tuple Spaces
inferredcites →https://doi.org/10.1109/grid.2005.1542733openalex-snapshot
ASKALON: a Grid application development and computing environment
inferredcites →https://doi.org/10.1109/icpads.2012.22openalex-snapshot
Free Elasticity and Free CPU Power for Scientific Workloads on IaaS Clouds
inferredcites →https://doi.org/10.1109/icpp.2015.93openalex-snapshot
A Responsive Knapsack-Based Algorithm for Resource Provisioning and Scheduling of Scientific Workflows in Clouds
inferredcites →https://doi.org/10.1109/ipdpsw.2013.55openalex-snapshot
Comparing Provisioning and Scheduling Strategies for Workflows on Clouds
inferredcites →https://doi.org/10.1109/noms.2012.6212007openalex-snapshot
Workflow scheduling for SaaS / PaaS cloud providers considering two SLA levels
inferredcites →https://doi.org/10.1109/ocs.2011.10openalex-snapshot
Evaluation of HPC Applications on Cloud
inferredcites →https://doi.org/10.1109/sc.2008.5217932openalex-snapshot
The cost of doing science on the cloud: The Montage example
inferredcites →https://doi.org/10.1109/sc.2010.43openalex-snapshot
Power-Aware Consolidation of Scientific Workflows in Virtualized Environments
inferredcites →https://doi.org/10.1109/sc.2012.38openalex-snapshot
Cost- and deadline-constrained provisioning for scientific workflow ensembles in IaaS clouds
inferredcites →https://doi.org/10.1109/services-i.2009.60openalex-snapshot
Business versus Scientific Workflows: A Comparative Study
inferredcites →https://doi.org/10.1109/tc.2013.60openalex-snapshot
Symmetric Property and Reliability of Balanced Hypercube
inferredcites →https://doi.org/10.1109/tcc.2014.2314655openalex-snapshot
Deadline Based Resource Provisioningand Scheduling Algorithm for Scientific Workflows on Clouds
inferredcites →https://doi.org/10.1109/tcc.2015.2404807openalex-snapshot
Monetary Cost Optimizations for Hosting Workflow-as-a-Service in IaaS Clouds
inferredcites →https://doi.org/10.1109/tpds.2011.66openalex-snapshot
Performance Analysis of Cloud Computing Services for Many-Tasks Scientific Computing
inferredcites →https://doi.org/10.1109/tpds.2013.238openalex-snapshot
Meeting Deadlines of Scientific Workflows in Public Clouds with Tasks Replication
inferredcites →https://doi.org/10.1109/tpds.2015.2446459openalex-snapshot
Evolutionary Multi-Objective Workflow Scheduling in Cloud
inferredcites →https://doi.org/10.1109/works.2006.5282349openalex-snapshot
Parallel computing patterns for Grid workflows
inferredcites →https://doi.org/10.1109/works.2008.4723958openalex-snapshot
Characterization of scientific workflows
inferredcites →https://doi.org/10.1126/science.256.5055.325openalex-snapshot
LIGO: The Laser Interferometer Gravitational-Wave Observatory
inferredcites →https://doi.org/10.1145/1996109.1996114openalex-snapshot
Experiences using cloud computing for a scientific workflow application
inferredcites →https://doi.org/10.1145/2063384.2063449openalex-snapshot
Auto-scaling to minimize cost and meet application deadlines in cloud workflows
inferredcites →https://doi.org/10.1145/344588.344618openalex-snapshot
Static scheduling algorithms for allocating directed task graphs to multiprocessors
inferredcites →https://doi.org/10.1155/2005/128026openalex-snapshot
Pegasus: A Framework for Mapping Complex Scientific Workflows onto Distributed Systems
inferredcites →https://doi.org/10.1155/2015/680271openalex-snapshot
Scheduling Multilevel Deadline-Constrained Scientific Workflows on Clouds Based on Cost Optimization
inferredcites →https://doi.org/10.1287/opre.9.6.841openalex-snapshot
Parallel Sequencing and Assembly Line Problems
inferredcites →https://doi.org/10.1371/journal.pone.0003197openalex-snapshot
High-Throughput, Kingdom-Wide Prediction and Annotation of Bacterial Non-Coding RNAs
inferredcites →https://doi.org/10.14778/1920841.1920902openalex-snapshot
Runtime measurements in the cloud
inferredcites →https://doi.org/10.4018/978-1-61520-703-9openalex-snapshot
Large-Scale Distributed Computing and Applications: Models and Trends
inferredcites →https://doi.org/10.5555/1413370.1413421openalex-snapshot
The cost of doing science on the cloud: the Montage example

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Multi‐objective approach of energy efficient workflow scheduling in cloud environments
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Multi‐criteria workflow scheduling on clouds under deadline and budget constraints
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Energy‐aware autoscaling for scientific workflow in cloud environment
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Multi‐objective reliability‐based workflow scheduler: An elastic and persuasive task scheduler based upon modified‐flower pollination algorithm in cloud environment
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A multi‐queue priority‐based task scheduling algorithm in fog computing environment
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Versatile provisioning and workflow scheduling in WaaS under cost and deadline constraints for cloud computing
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Service‐level agreement–aware scheduling and load balancing of tasks in cloud
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A survey on energy‐efficient workflow scheduling algorithms in cloud computing
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A Benchmark Model for the Creation of Compute Instance Performance Footprints
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A Cost-Effective Deadline-Constrained Scheduling Strategy for a Hyperparameter Optimization Workflow for Machine Learning Algorithms
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Refined Management of College Financial Budget Based on Cloud Computing Technology
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Reactive Workflow Scheduling in Fluctuant Infrastructure-as-a-Service Clouds Using Deep Reinforcement Learning
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On the Feasibility of Simulation-Driven Portfolio Scheduling for Cyberinfrastructure Runtime Systems
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Avoiding Resource Wastage
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Scheduling of Workflows with Task Resource Requirements in Cluster Environments
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Benchmarking DAG Scheduling Algorithms on Scientific Workflow Instances
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A Multi-stage Dynamic Game-Theoretic Approach for Multi-Workflow Scheduling on Heterogeneous Virtual Machines from Multiple Infrastructure-as-a-Service Clouds
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Scheduling Algorithms for High-Performance Computing: An Application Perspective of Fog Computing
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Throughput-Guarantee Resource Provisioning for Streaming Analytical Workflows in the Cloud
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Multi-objective Optimization of Composing Tasks from Distributed Workflows in Cloud Computing Networks
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A Critical Analysis of Brokering Services (Scheduling as Service)
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Deadline Constrained Energy-Efficient Workflow Scheduling Heuristic for Cloud
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A Comprehensive Investigation of Workflow Scheduling in Cloud Computing Environment
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A Detailed Analysis on Intrusion Identification Mechanism in Cloud Computing and Datasets
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MPPTS: Multi-factor Predictive Priority Task Scheduling Algorithm for Heterogeneous Systems
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EcoSLA-RL: A Reinforcement Learning-Based Approach for Optimizing SLA and Execution Costs in Cloud Data Centers
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Secured Workflow Scheduling Techniques in Cloud: A Survey
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RETRACTED ARTICLE: Multi-level parallel scheduling of dependent-tasks using graph-partitioning and hybrid approaches over edge-cloud
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Enhanced hybrid multi-objective workflow scheduling approach based artificial bee colony in cloud computing
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Failure prediction-based fault-tolerant resource management techniques in cloud computing
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Cost-effective workflow scheduling approach on cloud under deadline constraint using firefly algorithm
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Planning of distributed data production for High Energy and Nuclear Physics
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Budget-deadline constrained approach for scientific workflows scheduling in a cloud environment
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A divide and conquer approach to deadline constrained cost-optimization workflow scheduling for the cloud
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MrLBA: multi-resource load balancing algorithm for cloud computing using ant colony optimization
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Weighted double deep Q-network based reinforcement learning for bi-objective multi-workflow scheduling in the cloud
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Prediction-based scheduling techniques for cloud data center’s workload: a systematic review
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Enhancement in performance of cloud computing task scheduling using optimization strategies
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Deadline and budget-constrained archimedes optimization algorithm for workflow scheduling in cloud
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Performability Evaluation and Optimization of Workflow Applications in Cloud Environments
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Multi-Objective Task and Workflow Scheduling Approaches in Cloud Computing: a Comprehensive Review
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A Cost-Efficient Workflow as a Service Broker Using On-demand and Spot Instances
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Meta-heuristic Approaches for Effective Scheduling in Infrastructure as a Service Cloud: A Systematic Review
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Scientific workflow scheduling algorithms in cloud environments: a comprehensive taxonomy, survey, and future directions
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Integer linear programming-based cost optimization for scheduling scientific workflows in multi-cloud environments
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Efficient task and workflow scheduling in inter-cloud environments: challenges and opportunities
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Task scheduling, resource provisioning, and load balancing on scientific workflows using parallel SARSA reinforcement learning agents and genetic algorithm
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A flexible deadline-driven resource provisioning and scheduling algorithm for multiple workflows with VM sharing protocol on WaaS-cloud
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A hybrid algorithm for scheduling scientific workflows in IaaS cloud with deadline constraint
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Variable neighborhood search based multiobjective ACO-list scheduling for cloud workflows
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Cost-effective approaches for deadline-constrained workflow scheduling in clouds
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MAA: multi-objective artificial algae algorithm for workflow scheduling in heterogeneous fog-cloud environment
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PCP–ACO: a hybrid deadline-constrained workflow scheduling algorithm for cloud environment
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Workflow ensemble scheduling in IaaS cloud: a gap analysis perspective under deadline and budget constraints
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Toward intelligent cooperation at the edge: improving the QoS of workflow scheduling with the competitive cooperation of edge servers
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ASME-SKYR framework: a comprehensive task scheduling framework for mobile cloud computing
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Energy Efficient and Reliability Aware Workflow Task Scheduling in Cloud Environment
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A Review on Energy-Aware Scheduling Techniques for Workflows in IaaS Clouds
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Scheduling multiple scientific workflows using containers on IaaS cloud
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DE-GWO: A Multi-objective Workflow Scheduling Algorithm for Heterogeneous Fog-Cloud Environment
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FAMOBACH: A fast and survivable workflow scheduling approach based MOHEFT using backtacking and checkpointing
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Genetic-based algorithms applied to a workflow scheduling algorithm with security and deadline constraints in clouds
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Quality-aware energy efficient scheduling model for fog computing comprised IoT network
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Heuristic deep learning scheduling in cloud for resource-intensive internet of things systems
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An adaptive decoding biased random key genetic algorithm for cloud workflow scheduling
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A novel cost-efficient approach for deadline-constrained workflow scheduling by dynamic provisioning of resources
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Neural network based multi-objective evolutionary algorithm for dynamic workflow scheduling in cloud computing
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CLOSURE: A cloud scientific workflow scheduling algorithm based on attack–defense game model
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BigTrustScheduling: Trust-aware big data task scheduling approach in cloud computing environments
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INHIBITOR: An intrusion tolerant scheduling algorithm in cloud-based scientific workflow system
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An efficient pattern-based approach for workflow supporting large-scale science: The DagOnStar experience
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A survey of domains in workflow scheduling in computing infrastructures: Community and keyword analysis, emerging trends, and taxonomies
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A multi-class workflow ensemble management system using on-demand and spot instances in cloud
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An exploration of online-simulation-driven portfolio scheduling in Workflow Management Systems
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Heterogeneous system list scheduling algorithm based on improved optimistic cost matrix
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Dynamic pricing and resource expansion for ITS tasks in cloud RANs: a price-compensation charging model
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Edge computing in future wireless networks: A comprehensive evaluation and vision for 6G and beyond
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Workflow-as-a-Service brokers in cloud environments: A systematic mapping study
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An intelligent regressive ensemble approach for predicting resource usage in cloud computing
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Emergence of serverless computing in cloud: A state-of-the-art review of challenges and opportunities
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Multi Criteria based Resource Score Heuristic for Cloud Workflow Scheduling
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An integrated MCDM framework for trust-aware and fair task offloading in heterogeneous multi-provider Edge-Fog-Cloud systems
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Improved synergistic swarm optimization algorithm to optimize task scheduling problems in cloud computing
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Efficient workflow scheduling in fog-cloud collaboration using a hybrid IPSO-GWO algorithm
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Protecting scientific workflows in clouds with an intrusion tolerant system
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A survey on provisioning and scheduling algorithms for scientific workflows in cloud computing
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Strategy of Enterprise Network Security Protection Based on Cloud Computing
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Fluctuation-Aware and Predictive Workflow Scheduling in Cost-Effective Infrastructure-as-a-Service Clouds
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Securing the Intermediate Data of Scientific Workflows in Clouds With ACISO
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Multi-Objective Scientific-Workflow Scheduling With Data Movement Awareness in Cloud
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A Hybrid Algorithm for Scheduling Scientific Workflows in Cloud Computing
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Makespan-Driven Workflow Scheduling in Clouds Using Immune-Based PSO Algorithm
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Scientific Workflows Management and Scheduling in Cloud Computing: Taxonomy, Prospects, and Challenges
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Multi-Objective Optimization of Deadline and Budget-Aware Workflow Scheduling in Uncertain Clouds
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Fault Tolerant and Data Oriented Scientific Workflows Management and Scheduling System in Cloud Computing
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Deadline-Constrained Cost Minimisation for Cloud Computing Environments
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Influence of Internet of Things Technology on Intelligent Training Research under the Background of Healthy China
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Service Flow Management with Multi-objective Constraints in Heterogeneous Computing
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Efficient Resource Allocation with Score for Reliable Task Scheduling in Cloud Computing Systems
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Overview of Scientific Workflow Security Scheduling in Clouds
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Temporal Fusion Pointer network-based Reinforcement Learning algorithm for Multi-Objective Workflow Scheduling in the cloud
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A New Double Rank-based Multi-workflow Scheduling with Multi-objective Optimization in Cloud Environments
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Power Consumption Optimization for Deadline-Constrained Workflows in Cloud Data Center
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The OpenDC Vision: Towards Collaborative Datacenter Simulation and Exploration for Everybody
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Artificial Gorilla Troop Optimization Based Load Balancing of Workflow Tasks in Cloud Environment
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A Comparative Evaluation of Population-based Optimization Algorithms for Workflow Scheduling in Cloud-Fog Environments
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MOELS: Multiobjective Evolutionary List Scheduling for Cloud Workflows
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Endpoint Communication Contention-Aware Cloud Workflow Scheduling
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Scoring and Dynamic Hierarchy-Based NSGA-II for Multiobjective Workflow Scheduling in the Cloud
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GRP-HEFT: A Budget-Constrained Resource Provisioning Scheme for Workflow Scheduling in IaaS Clouds
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IPPTS: An Efficient Algorithm for Scientific Workflow Scheduling in Heterogeneous Computing Systems
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A Two-Stage Estimation of Distribution Algorithm With Heuristics for Energy-Aware Cloud Workflow Scheduling
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Resource Utilization-Aware Collaborative Optimization of IaaS Cloud Service Composition for Data-Intensive Applications
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An Analysis of Workflow Formalisms for Workflows with Complex Non-Functional Requirements
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Orchestrating Big Data Analysis Workflows in the Cloud
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J-OPT: A Joint Host and Network Optimization Algorithm for Energy-Efficient Workflow Scheduling in Cloud Data Centers
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Multiple Workflows Scheduling in Multi-tenant Distributed Systems
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Makespan Optimisation in Cloudlet Scheduling with Improved DQN Algorithm in Cloud Computing
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Analytical and Numerical Evaluation of Co-Scheduling Strategies and Their Application
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