Multi-objective energy-efficient workflow scheduling using list-based heuristics

JJ Durillo, V Nae, R Prodan - Future Generation Computer Systems, 2014 - Elsevier
Workflow applications are a popular paradigm used by scientists for modelling applications
to be run on heterogeneous high-performance parallel and distributed computing systems …

Multi-objective workflow scheduling: An analysis of the energy efficiency and makespan tradeoff

JJ Durillo, V Nae, R Prodan - 2013 13th IEEE/ACM …, 2013 - ieeexplore.ieee.org
While in the past scheduling algorithms were almost exclusively targeted at optimizing
applications' make span, today they must simultaneously optimise several goals. Among …

MOHEFT: A multi-objective list-based method for workflow scheduling

JJ Durillo, HM Fard, R Prodan - 4th IEEE International …, 2012 - ieeexplore.ieee.org
Nowadays, scientists and companies are confronted with multiple competing goals such as
makespan in high-performance computing and economic cost in Clouds that have to be …

Multi‐objective approach of energy efficient workflow scheduling in cloud environments

A Rehman, SS Hussain, Z ur Rehman… - Concurrency and …, 2019 - Wiley Online Library
Scheduling the tasks of a workflow to the cloud resources is a well‐known N‐P hard
problem. The stakeholders involved in a cloud environment have different interests in …

Multi-objective workflow scheduling in Amazon EC2

JJ Durillo, R Prodan - Cluster computing, 2014 - Springer
Nowadays, scientists and companies are confronted with multiple competing goals such as
makespan in high-performance computing and economic cost in Clouds that have to be …

Multi‐objective approach for energy‐aware workflow scheduling in cloud computing environments

S Yassa, R Chelouah, H Kadima… - The Scientific World …, 2013 - Wiley Online Library
We address the problem of scheduling workflow applications on heterogeneous computing
systems like cloud computing infrastructures. In general, the cloud workflow scheduling is a …

A multi-objective approach for workflow scheduling in heterogeneous environments

HM Fard, R Prodan, JJD Barrionuevo… - 2012 12th IEEE/ACM …, 2012 - ieeexplore.ieee.org
Traditional scheduling research usually targets make span as the only optimization goal,
while several isolated efforts addressed the problem by considering at most two objectives …

Multi-objective workflow scheduling scheme: a multi-criteria decision making approach

MS Kumar, A Tomar, PK Jana - Journal of Ambient Intelligence and …, 2021 - Springer
Scheduling large workflows that are faced in many business as well as scientific domains
such as economy, bioinformatics, astronomy and geophysics is an important area of …

Bi-objective workflow scheduling of the energy consumption and reliability in heterogeneous computing systems

L Zhang, K Li, C Li, K Li - Information Sciences, 2017 - Elsevier
Recent studies focus primarily on low energy consumption or execution time for task
scheduling with precedence constraints in heterogeneous computing systems. In most …

Energy-aware workflow scheduling using frequency scaling

I Pietri, R Sakellariou - 2014 43rd International Conference on …, 2014 - ieeexplore.ieee.org
Dynamic Voltage and Frequency Scaling (DVFS) is a power management technique used to
decrease the processor frequency and minimize power consumption in modern computing …