SlideShare a Scribd company logo
1 of 1
Download to read offline
Predictive Control for Energy-Aware Consolidation in Cloud Datacenters
Abstract:
Infrastructure-as-a-Service is one of the most used paradigms
of cloud computing and relies on large-scale datacenters with thousands of
nodes. As a consequence of this success, the energetic demand of the
infrastructure may lead to relevant economical costs and environmental
footprint. Thus, the search for power optimization is of primary importance. In
this perspective, this paper introduces an energy-aware consolidation strategy
based on predictive control, in which virtual machines are properly migrated
among physical machines to reduce the amount of active units. To this aim, a
discrete-time dynamic model and suitable constraints are introduced to describe
the cloud. The migration strategies are obtained by solving finite-horizon optimal
control problems involving integer variables. The proposed method allows one to
trade among power savings and violations of the service level agreement. To
prove its effectiveness, a simulation campaign is conducted in different scenarios
using both synthetic and real workloads, also by performing a comparison with
three heuristics selected from the reference literature.

More Related Content

What's hot

Rcuk energy programme 2012
Rcuk energy programme 2012Rcuk energy programme 2012
Rcuk energy programme 2012
Jing Deng
 

What's hot (20)

Design of Power and Area Efficient Approximate Multipliers
Design of Power and Area Efficient Approximate MultipliersDesign of Power and Area Efficient Approximate Multipliers
Design of Power and Area Efficient Approximate Multipliers
 
ENERGY EFFICIENT VIRTUAL NETWORK EMBEDDING FOR CLOUD NETWORKS
ENERGY EFFICIENT VIRTUAL NETWORK EMBEDDING FOR CLOUD NETWORKSENERGY EFFICIENT VIRTUAL NETWORK EMBEDDING FOR CLOUD NETWORKS
ENERGY EFFICIENT VIRTUAL NETWORK EMBEDDING FOR CLOUD NETWORKS
 
A framework for dynamic pricing electricity consumption patterns via time ser...
A framework for dynamic pricing electricity consumption patterns via time ser...A framework for dynamic pricing electricity consumption patterns via time ser...
A framework for dynamic pricing electricity consumption patterns via time ser...
 
Robust workload and energy management for sustainable data centers
Robust workload and energy management for sustainable data centersRobust workload and energy management for sustainable data centers
Robust workload and energy management for sustainable data centers
 
Data aggregation techniques to remove redundancy in wireless sensor networks
Data aggregation techniques to remove redundancy in wireless sensor networksData aggregation techniques to remove redundancy in wireless sensor networks
Data aggregation techniques to remove redundancy in wireless sensor networks
 
Power adaptive computing system design for solar-energy-powered embedded systems
Power adaptive computing system design for solar-energy-powered embedded systemsPower adaptive computing system design for solar-energy-powered embedded systems
Power adaptive computing system design for solar-energy-powered embedded systems
 
Smart meter data analytics for distribution network connectivity verification
Smart meter data analytics for distribution network connectivity verificationSmart meter data analytics for distribution network connectivity verification
Smart meter data analytics for distribution network connectivity verification
 
Scalable meter data collection in smart grids through message concatenation
Scalable meter data collection in smart grids through message concatenationScalable meter data collection in smart grids through message concatenation
Scalable meter data collection in smart grids through message concatenation
 
SUBSPACE LEARNING AND IMPUTATION FOR STREAMING BIG DATA MATRICES AND TENSORS
SUBSPACE LEARNING AND IMPUTATION FOR STREAMING BIG DATA MATRICES AND TENSORS SUBSPACE LEARNING AND IMPUTATION FOR STREAMING BIG DATA MATRICES AND TENSORS
SUBSPACE LEARNING AND IMPUTATION FOR STREAMING BIG DATA MATRICES AND TENSORS
 
EFYP2 POSTER
EFYP2 POSTEREFYP2 POSTER
EFYP2 POSTER
 
ENERGY-EFFICIENT SCHEDULING OF VIRTUAL MACHINES USING ANT COLONY OPTIMIZATIO...
 ENERGY-EFFICIENT SCHEDULING OF VIRTUAL MACHINES USING ANT COLONY OPTIMIZATIO... ENERGY-EFFICIENT SCHEDULING OF VIRTUAL MACHINES USING ANT COLONY OPTIMIZATIO...
ENERGY-EFFICIENT SCHEDULING OF VIRTUAL MACHINES USING ANT COLONY OPTIMIZATIO...
 
Project_Poster
Project_PosterProject_Poster
Project_Poster
 
del2infinity whitepaper wind
del2infinity whitepaper winddel2infinity whitepaper wind
del2infinity whitepaper wind
 
FORECASTING OF RENEWABLE ENERGY PRODUCTION BY USING GENETIC ALGORITHM (GA) FO...
FORECASTING OF RENEWABLE ENERGY PRODUCTION BY USING GENETIC ALGORITHM (GA) FO...FORECASTING OF RENEWABLE ENERGY PRODUCTION BY USING GENETIC ALGORITHM (GA) FO...
FORECASTING OF RENEWABLE ENERGY PRODUCTION BY USING GENETIC ALGORITHM (GA) FO...
 
Fast top k path-based relevance query on massive graphs
Fast top k path-based relevance query on massive graphsFast top k path-based relevance query on massive graphs
Fast top k path-based relevance query on massive graphs
 
Rcuk energy programme 2012
Rcuk energy programme 2012Rcuk energy programme 2012
Rcuk energy programme 2012
 
Secure power grid simulation on cloud
Secure power grid simulation on cloudSecure power grid simulation on cloud
Secure power grid simulation on cloud
 
Electrical wind power generation
Electrical wind power generationElectrical wind power generation
Electrical wind power generation
 
排隊理論_An Exploration of The Optimization of Executive Scheduling in The Cloud ...
排隊理論_An Exploration of The Optimization of Executive Scheduling in The Cloud ...排隊理論_An Exploration of The Optimization of Executive Scheduling in The Cloud ...
排隊理論_An Exploration of The Optimization of Executive Scheduling in The Cloud ...
 
Wind power forecasting an application of machine
Wind power forecasting   an application of machineWind power forecasting   an application of machine
Wind power forecasting an application of machine
 

Viewers also liked

Viewers also liked (13)

Performance aware cloud resource allocation via fitness-enabled auction
Performance aware cloud resource allocation via fitness-enabled auctionPerformance aware cloud resource allocation via fitness-enabled auction
Performance aware cloud resource allocation via fitness-enabled auction
 
Optimizing purdue lin microphysics scheme for intel xeon phi coprocessor
Optimizing purdue lin microphysics scheme for intel xeon phi coprocessorOptimizing purdue lin microphysics scheme for intel xeon phi coprocessor
Optimizing purdue lin microphysics scheme for intel xeon phi coprocessor
 
Heuristics for provisioning services to workflows in xaa s clouds
Heuristics for provisioning services to workflows in xaa s cloudsHeuristics for provisioning services to workflows in xaa s clouds
Heuristics for provisioning services to workflows in xaa s clouds
 
Guided image contrast enhancement based on retrieved images in cloud
Guided image contrast enhancement based on retrieved images in cloudGuided image contrast enhancement based on retrieved images in cloud
Guided image contrast enhancement based on retrieved images in cloud
 
Application level optimization of big data transfers through pipelining, para...
Application level optimization of big data transfers through pipelining, para...Application level optimization of big data transfers through pipelining, para...
Application level optimization of big data transfers through pipelining, para...
 
Hybrid cloud economics
Hybrid cloud economicsHybrid cloud economics
Hybrid cloud economics
 
Performance analysis and optimal cooperative cluster size for randomly distri...
Performance analysis and optimal cooperative cluster size for randomly distri...Performance analysis and optimal cooperative cluster size for randomly distri...
Performance analysis and optimal cooperative cluster size for randomly distri...
 
Industry 4.1 for wheel machining automation
Industry 4.1 for wheel machining automationIndustry 4.1 for wheel machining automation
Industry 4.1 for wheel machining automation
 
Asymptotic expansions for heavy tailed data
Asymptotic expansions for heavy tailed dataAsymptotic expansions for heavy tailed data
Asymptotic expansions for heavy tailed data
 
Privacy preserving deep computation model on cloud for big data feature learning
Privacy preserving deep computation model on cloud for big data feature learningPrivacy preserving deep computation model on cloud for big data feature learning
Privacy preserving deep computation model on cloud for big data feature learning
 
Building the ibm containers cloud service
Building the ibm containers cloud serviceBuilding the ibm containers cloud service
Building the ibm containers cloud service
 
Burstiness aware resource reservation for server consolidation in computing c...
Burstiness aware resource reservation for server consolidation in computing c...Burstiness aware resource reservation for server consolidation in computing c...
Burstiness aware resource reservation for server consolidation in computing c...
 
Mobile volume rendering past, present and future
Mobile volume rendering past, present and futureMobile volume rendering past, present and future
Mobile volume rendering past, present and future
 

Similar to Predictive control for energy aware consolidation in cloud datacenters

Energy-aware Load Balancing and Application Scaling for the Cloud Ecosystem
Energy-aware Load Balancing and Application Scaling for the Cloud EcosystemEnergy-aware Load Balancing and Application Scaling for the Cloud Ecosystem
Energy-aware Load Balancing and Application Scaling for the Cloud Ecosystem
1crore projects
 
Contents lists available at ScienceDirectOptical Switching a.docx
Contents lists available at ScienceDirectOptical Switching a.docxContents lists available at ScienceDirectOptical Switching a.docx
Contents lists available at ScienceDirectOptical Switching a.docx
dickonsondorris
 
A Study on Energy Efficient Server Consolidation Heuristics for Virtualized C...
A Study on Energy Efficient Server Consolidation Heuristics for Virtualized C...A Study on Energy Efficient Server Consolidation Heuristics for Virtualized C...
A Study on Energy Efficient Server Consolidation Heuristics for Virtualized C...
Susheel Thakur
 
Sla based optimization of power and migration cost in cloud computing
Sla based optimization of power and migration cost in cloud computingSla based optimization of power and migration cost in cloud computing
Sla based optimization of power and migration cost in cloud computing
Nikhil Venugopal
 

Similar to Predictive control for energy aware consolidation in cloud datacenters (20)

Paper id 41201624
Paper id 41201624Paper id 41201624
Paper id 41201624
 
An Energy Aware Resource Utilization Framework to Control Traffic in Cloud Ne...
An Energy Aware Resource Utilization Framework to Control Traffic in Cloud Ne...An Energy Aware Resource Utilization Framework to Control Traffic in Cloud Ne...
An Energy Aware Resource Utilization Framework to Control Traffic in Cloud Ne...
 
Energy aware load balancing and application scaling for the cloud ecosystem
Energy aware load balancing and application scaling for the cloud ecosystemEnergy aware load balancing and application scaling for the cloud ecosystem
Energy aware load balancing and application scaling for the cloud ecosystem
 
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTINGREAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
 
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTINGREAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
 
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTINGREAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
 
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
REAL-TIME ADAPTIVE ENERGY-SCHEDULING  ALGORITHM FOR VIRTUALIZED CLOUD COMPUTINGREAL-TIME ADAPTIVE ENERGY-SCHEDULING  ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
REAL-TIME ADAPTIVE ENERGY-SCHEDULING ALGORITHM FOR VIRTUALIZED CLOUD COMPUTING
 
Energy-aware Load Balancing and Application Scaling for the Cloud Ecosystem
Energy-aware Load Balancing and Application Scaling for the Cloud EcosystemEnergy-aware Load Balancing and Application Scaling for the Cloud Ecosystem
Energy-aware Load Balancing and Application Scaling for the Cloud Ecosystem
 
Survey: An Optimized Energy Consumption of Resources in Cloud Data Centers
Survey: An Optimized Energy Consumption of Resources in Cloud Data CentersSurvey: An Optimized Energy Consumption of Resources in Cloud Data Centers
Survey: An Optimized Energy Consumption of Resources in Cloud Data Centers
 
Cawsac cost aware workload scheduling and admission control for distributed c...
Cawsac cost aware workload scheduling and admission control for distributed c...Cawsac cost aware workload scheduling and admission control for distributed c...
Cawsac cost aware workload scheduling and admission control for distributed c...
 
Contents lists available at ScienceDirectOptical Switching a.docx
Contents lists available at ScienceDirectOptical Switching a.docxContents lists available at ScienceDirectOptical Switching a.docx
Contents lists available at ScienceDirectOptical Switching a.docx
 
Latest Research Topics on Cloud Computing
Latest Research Topics on Cloud ComputingLatest Research Topics on Cloud Computing
Latest Research Topics on Cloud Computing
 
An Approach to Reduce Energy Consumption in Cloud data centers using Harmony ...
An Approach to Reduce Energy Consumption in Cloud data centers using Harmony ...An Approach to Reduce Energy Consumption in Cloud data centers using Harmony ...
An Approach to Reduce Energy Consumption in Cloud data centers using Harmony ...
 
An Approach to Reduce Energy Consumption in Cloud data centers using Harmony ...
An Approach to Reduce Energy Consumption in Cloud data centers using Harmony ...An Approach to Reduce Energy Consumption in Cloud data centers using Harmony ...
An Approach to Reduce Energy Consumption in Cloud data centers using Harmony ...
 
Energy-Aware Adaptive Four Thresholds Technique for Optimal Virtual Machine P...
Energy-Aware Adaptive Four Thresholds Technique for Optimal Virtual Machine P...Energy-Aware Adaptive Four Thresholds Technique for Optimal Virtual Machine P...
Energy-Aware Adaptive Four Thresholds Technique for Optimal Virtual Machine P...
 
IEEE Grid computing Title and Abstract 2016
IEEE Grid computing Title and Abstract 2016 IEEE Grid computing Title and Abstract 2016
IEEE Grid computing Title and Abstract 2016
 
A Study on Energy Efficient Server Consolidation Heuristics for Virtualized C...
A Study on Energy Efficient Server Consolidation Heuristics for Virtualized C...A Study on Energy Efficient Server Consolidation Heuristics for Virtualized C...
A Study on Energy Efficient Server Consolidation Heuristics for Virtualized C...
 
Achieving Energy Proportionality In Server Clusters
Achieving Energy Proportionality In Server ClustersAchieving Energy Proportionality In Server Clusters
Achieving Energy Proportionality In Server Clusters
 
Performance analysis of an energy efficient virtual machine consolidation alg...
Performance analysis of an energy efficient virtual machine consolidation alg...Performance analysis of an energy efficient virtual machine consolidation alg...
Performance analysis of an energy efficient virtual machine consolidation alg...
 
Sla based optimization of power and migration cost in cloud computing
Sla based optimization of power and migration cost in cloud computingSla based optimization of power and migration cost in cloud computing
Sla based optimization of power and migration cost in cloud computing
 

More from ieeepondy

More from ieeepondy (20)

Demand aware network function placement
Demand aware network function placementDemand aware network function placement
Demand aware network function placement
 
Service description in the nfv revolution trends, challenges and a way forward
Service description in the nfv revolution trends, challenges and a way forwardService description in the nfv revolution trends, challenges and a way forward
Service description in the nfv revolution trends, challenges and a way forward
 
Secure optimization computation outsourcing in cloud computing a case study o...
Secure optimization computation outsourcing in cloud computing a case study o...Secure optimization computation outsourcing in cloud computing a case study o...
Secure optimization computation outsourcing in cloud computing a case study o...
 
Spatial related traffic sign inspection for inventory purposes using mobile l...
Spatial related traffic sign inspection for inventory purposes using mobile l...Spatial related traffic sign inspection for inventory purposes using mobile l...
Spatial related traffic sign inspection for inventory purposes using mobile l...
 
Standards for hybrid clouds
Standards for hybrid cloudsStandards for hybrid clouds
Standards for hybrid clouds
 
Rfhoc a random forest approach to auto-tuning hadoop's configuration
Rfhoc a random forest approach to auto-tuning hadoop's configurationRfhoc a random forest approach to auto-tuning hadoop's configuration
Rfhoc a random forest approach to auto-tuning hadoop's configuration
 
Resource and instance hour minimization for deadline constrained dag applicat...
Resource and instance hour minimization for deadline constrained dag applicat...Resource and instance hour minimization for deadline constrained dag applicat...
Resource and instance hour minimization for deadline constrained dag applicat...
 
Reliable and confidential cloud storage with efficient data forwarding functi...
Reliable and confidential cloud storage with efficient data forwarding functi...Reliable and confidential cloud storage with efficient data forwarding functi...
Reliable and confidential cloud storage with efficient data forwarding functi...
 
Rebuttal to “comments on ‘control cloud data access privilege and anonymity w...
Rebuttal to “comments on ‘control cloud data access privilege and anonymity w...Rebuttal to “comments on ‘control cloud data access privilege and anonymity w...
Rebuttal to “comments on ‘control cloud data access privilege and anonymity w...
 
Scalable cloud–sensor architecture for the internet of things
Scalable cloud–sensor architecture for the internet of thingsScalable cloud–sensor architecture for the internet of things
Scalable cloud–sensor architecture for the internet of things
 
Scalable algorithms for nearest neighbor joins on big trajectory data
Scalable algorithms for nearest neighbor joins on big trajectory dataScalable algorithms for nearest neighbor joins on big trajectory data
Scalable algorithms for nearest neighbor joins on big trajectory data
 
Pricing the cloud ieee projects, ieee projects chennai, ieee projects 2016,ie...
Pricing the cloud ieee projects, ieee projects chennai, ieee projects 2016,ie...Pricing the cloud ieee projects, ieee projects chennai, ieee projects 2016,ie...
Pricing the cloud ieee projects, ieee projects chennai, ieee projects 2016,ie...
 
Protection of big data privacy
Protection of big data privacyProtection of big data privacy
Protection of big data privacy
 
Power optimization with bler constraint for wireless fronthauls in c ran
Power optimization with bler constraint for wireless fronthauls in c ranPower optimization with bler constraint for wireless fronthauls in c ran
Power optimization with bler constraint for wireless fronthauls in c ran
 
Performance limitations of a text search application running in cloud instances
Performance limitations of a text search application running in cloud instancesPerformance limitations of a text search application running in cloud instances
Performance limitations of a text search application running in cloud instances
 
Over flow multi site aware big data management for scientific workflows on cl...
Over flow multi site aware big data management for scientific workflows on cl...Over flow multi site aware big data management for scientific workflows on cl...
Over flow multi site aware big data management for scientific workflows on cl...
 
Optimizing cloud based video crowdsensing
Optimizing cloud based video crowdsensingOptimizing cloud based video crowdsensing
Optimizing cloud based video crowdsensing
 
Multitenant transport networks with sdnnfv
Multitenant transport networks with sdnnfvMultitenant transport networks with sdnnfv
Multitenant transport networks with sdnnfv
 
Multi depth-map raytracing for efficient large-scene reconstruction
Multi depth-map raytracing for efficient large-scene reconstructionMulti depth-map raytracing for efficient large-scene reconstruction
Multi depth-map raytracing for efficient large-scene reconstruction
 
On effective virtual networks interconnection
On effective virtual networks interconnectionOn effective virtual networks interconnection
On effective virtual networks interconnection
 

Recently uploaded

The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
heathfieldcps1
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
AnaAcapella
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
ZurliaSoop
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
negromaestrong
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
QucHHunhnh
 

Recently uploaded (20)

The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan Fellows
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
 
SOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning PresentationSOC 101 Demonstration of Learning Presentation
SOC 101 Demonstration of Learning Presentation
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Dyslexia AI Workshop for Slideshare.pptx
Dyslexia AI Workshop for Slideshare.pptxDyslexia AI Workshop for Slideshare.pptx
Dyslexia AI Workshop for Slideshare.pptx
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
Food safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfFood safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdf
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
General Principles of Intellectual Property: Concepts of Intellectual Proper...
General Principles of Intellectual Property: Concepts of Intellectual  Proper...General Principles of Intellectual Property: Concepts of Intellectual  Proper...
General Principles of Intellectual Property: Concepts of Intellectual Proper...
 

Predictive control for energy aware consolidation in cloud datacenters

  • 1. Predictive Control for Energy-Aware Consolidation in Cloud Datacenters Abstract: Infrastructure-as-a-Service is one of the most used paradigms of cloud computing and relies on large-scale datacenters with thousands of nodes. As a consequence of this success, the energetic demand of the infrastructure may lead to relevant economical costs and environmental footprint. Thus, the search for power optimization is of primary importance. In this perspective, this paper introduces an energy-aware consolidation strategy based on predictive control, in which virtual machines are properly migrated among physical machines to reduce the amount of active units. To this aim, a discrete-time dynamic model and suitable constraints are introduced to describe the cloud. The migration strategies are obtained by solving finite-horizon optimal control problems involving integer variables. The proposed method allows one to trade among power savings and violations of the service level agreement. To prove its effectiveness, a simulation campaign is conducted in different scenarios using both synthetic and real workloads, also by performing a comparison with three heuristics selected from the reference literature.