SlideShare a Scribd company logo
FluidNet: A Flexible Cloud-Based Radio Access Network for Small Cells
Abstract:
Cloud-based radio access networks (C-RAN) have been proposed as a cost-
efficient way of deploying small cells. Unlike conventional RANs, a C-RAN
decouples the baseband processing unit (BBU) from the remote radio head (RRH),
allowing for centralized operation of BBUs and scalable deployment of light-
weight RRHs as small cells. In this work, we argue that the intelligent
configuration of the front-haul network between the BBUs and RRHs, is essential
in delivering the performance and energy benefits to the RAN and the BBU pool,
respectively. We propose FluidNet-a scalable, light-weight framework for realizing
the full potential of C-RAN. FluidNet deploys a logically re-configurable front-haul
to apply appropriate transmission strategies in different parts of the network and
hence cater effectively to both heterogeneous user profiles and dynamic traffic
load patterns. FluidNet's algorithms determine configurations that maximize the
traffic demand satisfied on the RAN, while simultaneously optimizing
the compute resource usage in the BBU pool. We prototype FluidNet on a 6 BBU,
6 RRH WiMAX C-RAN testbed. Prototype evaluations and large-scale simulations
reveal that FluidNet's ability to re-configure its front-haul and tailor transmission
strategies provides a 50% improvement in satisfying traffic demands, while
reducing the compute resource usage in the BBU pool by 50% compared to
baseline schemes.

More Related Content

What's hot

Dynamic nested clustering for parallel phy layer processing in cloud-ra ns
Dynamic nested clustering for parallel phy layer processing in cloud-ra nsDynamic nested clustering for parallel phy layer processing in cloud-ra ns
Dynamic nested clustering for parallel phy layer processing in cloud-ra ns
ieeepondy
 
Cognitive radio aware transport protocol for mobile ad hoc networks
Cognitive radio aware transport protocol for mobile ad hoc networksCognitive radio aware transport protocol for mobile ad hoc networks
Cognitive radio aware transport protocol for mobile ad hoc networks
ieeeprojectsbangalore
 
FEAS_Poster_2016_WNCS_Tina
FEAS_Poster_2016_WNCS_TinaFEAS_Poster_2016_WNCS_Tina
FEAS_Poster_2016_WNCS_Tina
Tina Mirfakhraie
 
Mobile data gathering with load balanced clustering and dual data uploading i...
Mobile data gathering with load balanced clustering and dual data uploading i...Mobile data gathering with load balanced clustering and dual data uploading i...
Mobile data gathering with load balanced clustering and dual data uploading i...
Shakas Technologies
 
JOINT OPTIMAL DATA RATE AND POWER ALLOCATION IN LOSSY MOBILE AD HOC NETWORKS ...
JOINT OPTIMAL DATA RATE AND POWER ALLOCATION IN LOSSY MOBILE AD HOC NETWORKS ...JOINT OPTIMAL DATA RATE AND POWER ALLOCATION IN LOSSY MOBILE AD HOC NETWORKS ...
JOINT OPTIMAL DATA RATE AND POWER ALLOCATION IN LOSSY MOBILE AD HOC NETWORKS ...
I3E Technologies
 
Experimental assessment of abno driven multicast connectivity in flexgrid net...
Experimental assessment of abno driven multicast connectivity in flexgrid net...Experimental assessment of abno driven multicast connectivity in flexgrid net...
Experimental assessment of abno driven multicast connectivity in flexgrid net...
ieeepondy
 
Java capacity of hybrid wireless mesh networks with random a ps
Java  capacity of hybrid wireless mesh networks with random a psJava  capacity of hybrid wireless mesh networks with random a ps
Java capacity of hybrid wireless mesh networks with random a ps
Ecway Technologies
 
Dotnet delay-optimal broadcast for multihop wireless networks using self-int...
Dotnet  delay-optimal broadcast for multihop wireless networks using self-int...Dotnet  delay-optimal broadcast for multihop wireless networks using self-int...
Dotnet delay-optimal broadcast for multihop wireless networks using self-int...
Ecway Technologies
 
TINA showcase: RF Bandwidth Mapping
TINA showcase: RF Bandwidth MappingTINA showcase: RF Bandwidth Mapping
TINA showcase: RF Bandwidth Mapping
mas90
 
JOINT-DESIGN OF LINK-ADAPTIVE MODULATION AND CODING WITH ADAPTIVE ARQ FOR COO...
JOINT-DESIGN OF LINK-ADAPTIVE MODULATION AND CODING WITH ADAPTIVE ARQ FOR COO...JOINT-DESIGN OF LINK-ADAPTIVE MODULATION AND CODING WITH ADAPTIVE ARQ FOR COO...
JOINT-DESIGN OF LINK-ADAPTIVE MODULATION AND CODING WITH ADAPTIVE ARQ FOR COO...
IJCNCJournal
 
Computing localized power efficient data
Computing localized power efficient dataComputing localized power efficient data
Computing localized power efficient data
ambitlick
 
LTE 4G Network Energy Saving Technologies
LTE 4G Network Energy Saving TechnologiesLTE 4G Network Energy Saving Technologies
LTE 4G Network Energy Saving Technologies
GimilC7
 
9517cnc06
9517cnc069517cnc06
9517cnc06
IJCNCJournal
 

What's hot (13)

Dynamic nested clustering for parallel phy layer processing in cloud-ra ns
Dynamic nested clustering for parallel phy layer processing in cloud-ra nsDynamic nested clustering for parallel phy layer processing in cloud-ra ns
Dynamic nested clustering for parallel phy layer processing in cloud-ra ns
 
Cognitive radio aware transport protocol for mobile ad hoc networks
Cognitive radio aware transport protocol for mobile ad hoc networksCognitive radio aware transport protocol for mobile ad hoc networks
Cognitive radio aware transport protocol for mobile ad hoc networks
 
FEAS_Poster_2016_WNCS_Tina
FEAS_Poster_2016_WNCS_TinaFEAS_Poster_2016_WNCS_Tina
FEAS_Poster_2016_WNCS_Tina
 
Mobile data gathering with load balanced clustering and dual data uploading i...
Mobile data gathering with load balanced clustering and dual data uploading i...Mobile data gathering with load balanced clustering and dual data uploading i...
Mobile data gathering with load balanced clustering and dual data uploading i...
 
JOINT OPTIMAL DATA RATE AND POWER ALLOCATION IN LOSSY MOBILE AD HOC NETWORKS ...
JOINT OPTIMAL DATA RATE AND POWER ALLOCATION IN LOSSY MOBILE AD HOC NETWORKS ...JOINT OPTIMAL DATA RATE AND POWER ALLOCATION IN LOSSY MOBILE AD HOC NETWORKS ...
JOINT OPTIMAL DATA RATE AND POWER ALLOCATION IN LOSSY MOBILE AD HOC NETWORKS ...
 
Experimental assessment of abno driven multicast connectivity in flexgrid net...
Experimental assessment of abno driven multicast connectivity in flexgrid net...Experimental assessment of abno driven multicast connectivity in flexgrid net...
Experimental assessment of abno driven multicast connectivity in flexgrid net...
 
Java capacity of hybrid wireless mesh networks with random a ps
Java  capacity of hybrid wireless mesh networks with random a psJava  capacity of hybrid wireless mesh networks with random a ps
Java capacity of hybrid wireless mesh networks with random a ps
 
Dotnet delay-optimal broadcast for multihop wireless networks using self-int...
Dotnet  delay-optimal broadcast for multihop wireless networks using self-int...Dotnet  delay-optimal broadcast for multihop wireless networks using self-int...
Dotnet delay-optimal broadcast for multihop wireless networks using self-int...
 
TINA showcase: RF Bandwidth Mapping
TINA showcase: RF Bandwidth MappingTINA showcase: RF Bandwidth Mapping
TINA showcase: RF Bandwidth Mapping
 
JOINT-DESIGN OF LINK-ADAPTIVE MODULATION AND CODING WITH ADAPTIVE ARQ FOR COO...
JOINT-DESIGN OF LINK-ADAPTIVE MODULATION AND CODING WITH ADAPTIVE ARQ FOR COO...JOINT-DESIGN OF LINK-ADAPTIVE MODULATION AND CODING WITH ADAPTIVE ARQ FOR COO...
JOINT-DESIGN OF LINK-ADAPTIVE MODULATION AND CODING WITH ADAPTIVE ARQ FOR COO...
 
Computing localized power efficient data
Computing localized power efficient dataComputing localized power efficient data
Computing localized power efficient data
 
LTE 4G Network Energy Saving Technologies
LTE 4G Network Energy Saving TechnologiesLTE 4G Network Energy Saving Technologies
LTE 4G Network Energy Saving Technologies
 
9517cnc06
9517cnc069517cnc06
9517cnc06
 

Viewers also liked

Small cells and C-RAN: can they work together- Mobile World Congress 2014
Small cells and C-RAN: can they work together- Mobile World Congress 2014Small cells and C-RAN: can they work together- Mobile World Congress 2014
Small cells and C-RAN: can they work together- Mobile World Congress 2014
Wi-Fi 360
 
Presentation on Future Mobile Networks
Presentation onFuture Mobile NetworksPresentation onFuture Mobile Networks
Presentation on Future Mobile Networks
Pratik Joshi
 
DWS16 - Plenary Privacy shield & consumer proection - Nicolas Sekkaki, IBM
DWS16 - Plenary Privacy shield & consumer proection - Nicolas Sekkaki, IBMDWS16 - Plenary Privacy shield & consumer proection - Nicolas Sekkaki, IBM
DWS16 - Plenary Privacy shield & consumer proection - Nicolas Sekkaki, IBM
IDATE DigiWorld
 
Evolution Mobile Networks - 4G World
Evolution Mobile Networks - 4G WorldEvolution Mobile Networks - 4G World
Evolution Mobile Networks - 4G World
Cisco Service Provider Mobility
 
6WINDGate™ - Enabling Cloud RAN Virtualization
6WINDGate™ - Enabling Cloud RAN Virtualization6WINDGate™ - Enabling Cloud RAN Virtualization
6WINDGate™ - Enabling Cloud RAN Virtualization
6WIND
 
DWS16 - Mobile networks forum - Arnauld Taffin, Ericsson
DWS16 - Mobile networks forum - Arnauld Taffin, EricssonDWS16 - Mobile networks forum - Arnauld Taffin, Ericsson
DWS16 - Mobile networks forum - Arnauld Taffin, Ericsson
IDATE DigiWorld
 
Radio Technologies for 5G using an Advanced Photonic Infrastructure for Dense...
Radio Technologies for 5G using an Advanced Photonic Infrastructure for Dense...Radio Technologies for 5G using an Advanced Photonic Infrastructure for Dense...
Radio Technologies for 5G using an Advanced Photonic Infrastructure for Dense...
ssk
 
3 gpp lte radio layer 2
3 gpp lte radio layer 23 gpp lte radio layer 2
3 gpp lte radio layer 2
pkamoto
 
Migration des réseaux RAN vers le Cloud RAN
Migration des réseaux RAN vers le Cloud RAN Migration des réseaux RAN vers le Cloud RAN
Migration des réseaux RAN vers le Cloud RAN
Mohamed Amine Brahimi
 
Transport network strategies at Telekom Austria Group- January 2014
Transport network strategies at Telekom Austria Group- January 2014Transport network strategies at Telekom Austria Group- January 2014
Transport network strategies at Telekom Austria Group- January 2014
Wi-Fi 360
 
6 lte-a challenges and evolving lte network architecture
6 lte-a challenges and evolving lte network architecture6 lte-a challenges and evolving lte network architecture
6 lte-a challenges and evolving lte network architecture
CPqD
 
CLOUD RAN- Benefits of Centralization and Virtualization
CLOUD RAN- Benefits of Centralization and VirtualizationCLOUD RAN- Benefits of Centralization and Virtualization
CLOUD RAN- Benefits of Centralization and Virtualization
Aricent
 
Cloud RAN fronthaul
Cloud RAN fronthaulCloud RAN fronthaul
Cloud RAN fronthaul
ssk
 
Radisys_Wind River_C-RAN Webinar_June 26_14
Radisys_Wind River_C-RAN Webinar_June 26_14Radisys_Wind River_C-RAN Webinar_June 26_14
Radisys_Wind River_C-RAN Webinar_June 26_14
Radisys Corporation
 
IoT and 5G: Opportunities and Challenges, SenZations 2015
IoT and 5G: Opportunities and Challenges, SenZations 2015IoT and 5G: Opportunities and Challenges, SenZations 2015
IoT and 5G: Opportunities and Challenges, SenZations 2015
SenZations Summer School
 
Cloud RAN for Mobile Networks_Final
Cloud RAN for Mobile Networks_FinalCloud RAN for Mobile Networks_Final
Cloud RAN for Mobile Networks_Final
Sumedh Deshpande
 

Viewers also liked (16)

Small cells and C-RAN: can they work together- Mobile World Congress 2014
Small cells and C-RAN: can they work together- Mobile World Congress 2014Small cells and C-RAN: can they work together- Mobile World Congress 2014
Small cells and C-RAN: can they work together- Mobile World Congress 2014
 
Presentation on Future Mobile Networks
Presentation onFuture Mobile NetworksPresentation onFuture Mobile Networks
Presentation on Future Mobile Networks
 
DWS16 - Plenary Privacy shield & consumer proection - Nicolas Sekkaki, IBM
DWS16 - Plenary Privacy shield & consumer proection - Nicolas Sekkaki, IBMDWS16 - Plenary Privacy shield & consumer proection - Nicolas Sekkaki, IBM
DWS16 - Plenary Privacy shield & consumer proection - Nicolas Sekkaki, IBM
 
Evolution Mobile Networks - 4G World
Evolution Mobile Networks - 4G WorldEvolution Mobile Networks - 4G World
Evolution Mobile Networks - 4G World
 
6WINDGate™ - Enabling Cloud RAN Virtualization
6WINDGate™ - Enabling Cloud RAN Virtualization6WINDGate™ - Enabling Cloud RAN Virtualization
6WINDGate™ - Enabling Cloud RAN Virtualization
 
DWS16 - Mobile networks forum - Arnauld Taffin, Ericsson
DWS16 - Mobile networks forum - Arnauld Taffin, EricssonDWS16 - Mobile networks forum - Arnauld Taffin, Ericsson
DWS16 - Mobile networks forum - Arnauld Taffin, Ericsson
 
Radio Technologies for 5G using an Advanced Photonic Infrastructure for Dense...
Radio Technologies for 5G using an Advanced Photonic Infrastructure for Dense...Radio Technologies for 5G using an Advanced Photonic Infrastructure for Dense...
Radio Technologies for 5G using an Advanced Photonic Infrastructure for Dense...
 
3 gpp lte radio layer 2
3 gpp lte radio layer 23 gpp lte radio layer 2
3 gpp lte radio layer 2
 
Migration des réseaux RAN vers le Cloud RAN
Migration des réseaux RAN vers le Cloud RAN Migration des réseaux RAN vers le Cloud RAN
Migration des réseaux RAN vers le Cloud RAN
 
Transport network strategies at Telekom Austria Group- January 2014
Transport network strategies at Telekom Austria Group- January 2014Transport network strategies at Telekom Austria Group- January 2014
Transport network strategies at Telekom Austria Group- January 2014
 
6 lte-a challenges and evolving lte network architecture
6 lte-a challenges and evolving lte network architecture6 lte-a challenges and evolving lte network architecture
6 lte-a challenges and evolving lte network architecture
 
CLOUD RAN- Benefits of Centralization and Virtualization
CLOUD RAN- Benefits of Centralization and VirtualizationCLOUD RAN- Benefits of Centralization and Virtualization
CLOUD RAN- Benefits of Centralization and Virtualization
 
Cloud RAN fronthaul
Cloud RAN fronthaulCloud RAN fronthaul
Cloud RAN fronthaul
 
Radisys_Wind River_C-RAN Webinar_June 26_14
Radisys_Wind River_C-RAN Webinar_June 26_14Radisys_Wind River_C-RAN Webinar_June 26_14
Radisys_Wind River_C-RAN Webinar_June 26_14
 
IoT and 5G: Opportunities and Challenges, SenZations 2015
IoT and 5G: Opportunities and Challenges, SenZations 2015IoT and 5G: Opportunities and Challenges, SenZations 2015
IoT and 5G: Opportunities and Challenges, SenZations 2015
 
Cloud RAN for Mobile Networks_Final
Cloud RAN for Mobile Networks_FinalCloud RAN for Mobile Networks_Final
Cloud RAN for Mobile Networks_Final
 

Similar to Fluid net a flexible cloud based radio access network for small cells

Fluid net a flexible cloud based radio access network for small cells
Fluid net a flexible cloud based radio access network for small cellsFluid net a flexible cloud based radio access network for small cells
Fluid net a flexible cloud based radio access network for small cells
Shakas Technologies
 
Cloud ran for mobile networks—a technology overview
Cloud ran for mobile networks—a technology overviewCloud ran for mobile networks—a technology overview
Cloud ran for mobile networks—a technology overview
ieeepondy
 
Evolving to an open C-RAN Architecture for 5G
Evolving to an open C-RAN Architecture for 5GEvolving to an open C-RAN Architecture for 5G
Evolving to an open C-RAN Architecture for 5G
kinsleyaniston
 
Modified q aware scheduling algorithm for improved fairness in 802.16 j networks
Modified q aware scheduling algorithm for improved fairness in 802.16 j networksModified q aware scheduling algorithm for improved fairness in 802.16 j networks
Modified q aware scheduling algorithm for improved fairness in 802.16 j networks
IJCNCJournal
 
C ran
C ranC ran
A_C_RAN_Architecture_for_LTE_Control_Sig.pdf
A_C_RAN_Architecture_for_LTE_Control_Sig.pdfA_C_RAN_Architecture_for_LTE_Control_Sig.pdf
A_C_RAN_Architecture_for_LTE_Control_Sig.pdf
sehat maruli
 
Hierarchical Coordination for Data Gathering (HCDG) in Wireless Sensor Networks
Hierarchical Coordination for Data Gathering (HCDG) in Wireless Sensor NetworksHierarchical Coordination for Data Gathering (HCDG) in Wireless Sensor Networks
Hierarchical Coordination for Data Gathering (HCDG) in Wireless Sensor Networks
CSCJournals
 
13_28739 - IJAES ok 2929-2938
13_28739 - IJAES ok 2929-293813_28739 - IJAES ok 2929-2938
13_28739 - IJAES ok 2929-2938
Vennila Raja
 
論文-A Novel Cross-layer Mesh Router Placement Scheme for Wireless Mesh Networks
論文-A Novel Cross-layer Mesh Router Placement Scheme for Wireless Mesh Networks論文-A Novel Cross-layer Mesh Router Placement Scheme for Wireless Mesh Networks
論文-A Novel Cross-layer Mesh Router Placement Scheme for Wireless Mesh Networks
Harvey Chang
 
Servant-ModLeach Energy Efficient Cluster Base Routing Protocol for Large Sca...
Servant-ModLeach Energy Efficient Cluster Base Routing Protocol for Large Sca...Servant-ModLeach Energy Efficient Cluster Base Routing Protocol for Large Sca...
Servant-ModLeach Energy Efficient Cluster Base Routing Protocol for Large Sca...
IRJET Journal
 
M.E Computer Science Wireless Communication Projects
M.E Computer Science Wireless Communication ProjectsM.E Computer Science Wireless Communication Projects
M.E Computer Science Wireless Communication Projects
Vijay Karan
 
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural NetworksIRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET Journal
 
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural NetworksIRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET Journal
 
Adaptive Routing in Wireless Sensor Networks: QoS Optimisation for Enhanced A...
Adaptive Routing in Wireless Sensor Networks: QoS Optimisation for Enhanced A...Adaptive Routing in Wireless Sensor Networks: QoS Optimisation for Enhanced A...
Adaptive Routing in Wireless Sensor Networks: QoS Optimisation for Enhanced A...
M H
 
Proptotype radio network
Proptotype radio networkProptotype radio network
Proptotype radio network
fdr1975
 
A smart clustering based approach to
A smart clustering based approach toA smart clustering based approach to
A smart clustering based approach to
IJCNCJournal
 
M.Phil Computer Science Wireless Communication Projects
M.Phil Computer Science Wireless Communication ProjectsM.Phil Computer Science Wireless Communication Projects
M.Phil Computer Science Wireless Communication Projects
Vijay Karan
 
M phil-computer-science-wireless-communication-projects
M phil-computer-science-wireless-communication-projectsM phil-computer-science-wireless-communication-projects
M phil-computer-science-wireless-communication-projects
Vijay Karan
 
Civilizing the Network Lifespan of Manets Through Cooperative Mac Protocol Me...
Civilizing the Network Lifespan of Manets Through Cooperative Mac Protocol Me...Civilizing the Network Lifespan of Manets Through Cooperative Mac Protocol Me...
Civilizing the Network Lifespan of Manets Through Cooperative Mac Protocol Me...
IRJET Journal
 
A NOVEL ENERGY EFFICIENCY PROTOCOL FOR WSN BASED ON OPTIMAL CHAIN ROUTING
A NOVEL ENERGY EFFICIENCY PROTOCOL FOR WSN BASED ON OPTIMAL CHAIN ROUTINGA NOVEL ENERGY EFFICIENCY PROTOCOL FOR WSN BASED ON OPTIMAL CHAIN ROUTING
A NOVEL ENERGY EFFICIENCY PROTOCOL FOR WSN BASED ON OPTIMAL CHAIN ROUTING
KhushbooGupta145
 

Similar to Fluid net a flexible cloud based radio access network for small cells (20)

Fluid net a flexible cloud based radio access network for small cells
Fluid net a flexible cloud based radio access network for small cellsFluid net a flexible cloud based radio access network for small cells
Fluid net a flexible cloud based radio access network for small cells
 
Cloud ran for mobile networks—a technology overview
Cloud ran for mobile networks—a technology overviewCloud ran for mobile networks—a technology overview
Cloud ran for mobile networks—a technology overview
 
Evolving to an open C-RAN Architecture for 5G
Evolving to an open C-RAN Architecture for 5GEvolving to an open C-RAN Architecture for 5G
Evolving to an open C-RAN Architecture for 5G
 
Modified q aware scheduling algorithm for improved fairness in 802.16 j networks
Modified q aware scheduling algorithm for improved fairness in 802.16 j networksModified q aware scheduling algorithm for improved fairness in 802.16 j networks
Modified q aware scheduling algorithm for improved fairness in 802.16 j networks
 
C ran
C ranC ran
C ran
 
A_C_RAN_Architecture_for_LTE_Control_Sig.pdf
A_C_RAN_Architecture_for_LTE_Control_Sig.pdfA_C_RAN_Architecture_for_LTE_Control_Sig.pdf
A_C_RAN_Architecture_for_LTE_Control_Sig.pdf
 
Hierarchical Coordination for Data Gathering (HCDG) in Wireless Sensor Networks
Hierarchical Coordination for Data Gathering (HCDG) in Wireless Sensor NetworksHierarchical Coordination for Data Gathering (HCDG) in Wireless Sensor Networks
Hierarchical Coordination for Data Gathering (HCDG) in Wireless Sensor Networks
 
13_28739 - IJAES ok 2929-2938
13_28739 - IJAES ok 2929-293813_28739 - IJAES ok 2929-2938
13_28739 - IJAES ok 2929-2938
 
論文-A Novel Cross-layer Mesh Router Placement Scheme for Wireless Mesh Networks
論文-A Novel Cross-layer Mesh Router Placement Scheme for Wireless Mesh Networks論文-A Novel Cross-layer Mesh Router Placement Scheme for Wireless Mesh Networks
論文-A Novel Cross-layer Mesh Router Placement Scheme for Wireless Mesh Networks
 
Servant-ModLeach Energy Efficient Cluster Base Routing Protocol for Large Sca...
Servant-ModLeach Energy Efficient Cluster Base Routing Protocol for Large Sca...Servant-ModLeach Energy Efficient Cluster Base Routing Protocol for Large Sca...
Servant-ModLeach Energy Efficient Cluster Base Routing Protocol for Large Sca...
 
M.E Computer Science Wireless Communication Projects
M.E Computer Science Wireless Communication ProjectsM.E Computer Science Wireless Communication Projects
M.E Computer Science Wireless Communication Projects
 
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural NetworksIRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
 
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural NetworksIRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
IRJET- Efficient Data Dissemination using GWO Fuzzy in Neural Networks
 
Adaptive Routing in Wireless Sensor Networks: QoS Optimisation for Enhanced A...
Adaptive Routing in Wireless Sensor Networks: QoS Optimisation for Enhanced A...Adaptive Routing in Wireless Sensor Networks: QoS Optimisation for Enhanced A...
Adaptive Routing in Wireless Sensor Networks: QoS Optimisation for Enhanced A...
 
Proptotype radio network
Proptotype radio networkProptotype radio network
Proptotype radio network
 
A smart clustering based approach to
A smart clustering based approach toA smart clustering based approach to
A smart clustering based approach to
 
M.Phil Computer Science Wireless Communication Projects
M.Phil Computer Science Wireless Communication ProjectsM.Phil Computer Science Wireless Communication Projects
M.Phil Computer Science Wireless Communication Projects
 
M phil-computer-science-wireless-communication-projects
M phil-computer-science-wireless-communication-projectsM phil-computer-science-wireless-communication-projects
M phil-computer-science-wireless-communication-projects
 
Civilizing the Network Lifespan of Manets Through Cooperative Mac Protocol Me...
Civilizing the Network Lifespan of Manets Through Cooperative Mac Protocol Me...Civilizing the Network Lifespan of Manets Through Cooperative Mac Protocol Me...
Civilizing the Network Lifespan of Manets Through Cooperative Mac Protocol Me...
 
A NOVEL ENERGY EFFICIENCY PROTOCOL FOR WSN BASED ON OPTIMAL CHAIN ROUTING
A NOVEL ENERGY EFFICIENCY PROTOCOL FOR WSN BASED ON OPTIMAL CHAIN ROUTINGA NOVEL ENERGY EFFICIENCY PROTOCOL FOR WSN BASED ON OPTIMAL CHAIN ROUTING
A NOVEL ENERGY EFFICIENCY PROTOCOL FOR WSN BASED ON OPTIMAL CHAIN ROUTING
 

More from ieeepondy

Demand aware network function placement
Demand aware network function placementDemand aware network function placement
Demand aware network function placement
ieeepondy
 
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
ieeepondy
 
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...
ieeepondy
 
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...
ieeepondy
 
Standards for hybrid clouds
Standards for hybrid cloudsStandards for hybrid clouds
Standards for hybrid clouds
ieeepondy
 
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
ieeepondy
 
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...
ieeepondy
 
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...
ieeepondy
 
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...
ieeepondy
 
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
ieeepondy
 
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
ieeepondy
 
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
ieeepondy
 
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
ieeepondy
 
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...
ieeepondy
 
Protection of big data privacy
Protection of big data privacyProtection of big data privacy
Protection of big data privacy
ieeepondy
 
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
ieeepondy
 
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
ieeepondy
 
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...
ieeepondy
 
Predictive control for energy aware consolidation in cloud datacenters
Predictive control for energy aware consolidation in cloud datacentersPredictive control for energy aware consolidation in cloud datacenters
Predictive control for energy aware consolidation in cloud datacenters
ieeepondy
 
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...
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
 
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
 
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
 
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
 
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
 
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
 
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...
 
Predictive control for energy aware consolidation in cloud datacenters
Predictive control for energy aware consolidation in cloud datacentersPredictive control for energy aware consolidation in cloud datacenters
Predictive control for energy aware consolidation in cloud datacenters
 
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...
 

Recently uploaded

Digital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental DesignDigital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental Design
amberjdewit93
 
How to Fix the Import Error in the Odoo 17
How to Fix the Import Error in the Odoo 17How to Fix the Import Error in the Odoo 17
How to Fix the Import Error in the Odoo 17
Celine George
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
taiba qazi
 
How to Setup Warehouse & Location in Odoo 17 Inventory
How to Setup Warehouse & Location in Odoo 17 InventoryHow to Setup Warehouse & Location in Odoo 17 Inventory
How to Setup Warehouse & Location in Odoo 17 Inventory
Celine George
 
A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
Jean Carlos Nunes Paixão
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
heathfieldcps1
 
Pengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptxPengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptx
Fajar Baskoro
 
How to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP ModuleHow to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP Module
Celine George
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Dr. Vinod Kumar Kanvaria
 
Digital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments UnitDigital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments Unit
chanes7
 
How to Make a Field Mandatory in Odoo 17
How to Make a Field Mandatory in Odoo 17How to Make a Field Mandatory in Odoo 17
How to Make a Field Mandatory in Odoo 17
Celine George
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
PECB
 
PIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf IslamabadPIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf Islamabad
AyyanKhan40
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
Nicholas Montgomery
 
Cognitive Development Adolescence Psychology
Cognitive Development Adolescence PsychologyCognitive Development Adolescence Psychology
Cognitive Development Adolescence Psychology
paigestewart1632
 
The Diamonds of 2023-2024 in the IGRA collection
The Diamonds of 2023-2024 in the IGRA collectionThe Diamonds of 2023-2024 in the IGRA collection
The Diamonds of 2023-2024 in the IGRA collection
Israel Genealogy Research Association
 
Advanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docxAdvanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docx
adhitya5119
 
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdfANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
Priyankaranawat4
 
The simplified electron and muon model, Oscillating Spacetime: The Foundation...
The simplified electron and muon model, Oscillating Spacetime: The Foundation...The simplified electron and muon model, Oscillating Spacetime: The Foundation...
The simplified electron and muon model, Oscillating Spacetime: The Foundation...
RitikBhardwaj56
 
Azure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHatAzure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHat
Scholarhat
 

Recently uploaded (20)

Digital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental DesignDigital Artefact 1 - Tiny Home Environmental Design
Digital Artefact 1 - Tiny Home Environmental Design
 
How to Fix the Import Error in the Odoo 17
How to Fix the Import Error in the Odoo 17How to Fix the Import Error in the Odoo 17
How to Fix the Import Error in the Odoo 17
 
DRUGS AND ITS classification slide share
DRUGS AND ITS classification slide shareDRUGS AND ITS classification slide share
DRUGS AND ITS classification slide share
 
How to Setup Warehouse & Location in Odoo 17 Inventory
How to Setup Warehouse & Location in Odoo 17 InventoryHow to Setup Warehouse & Location in Odoo 17 Inventory
How to Setup Warehouse & Location in Odoo 17 Inventory
 
A Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdfA Independência da América Espanhola LAPBOOK.pdf
A Independência da América Espanhola LAPBOOK.pdf
 
The basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptxThe basics of sentences session 6pptx.pptx
The basics of sentences session 6pptx.pptx
 
Pengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptxPengantar Penggunaan Flutter - Dart programming language1.pptx
Pengantar Penggunaan Flutter - Dart programming language1.pptx
 
How to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP ModuleHow to Add Chatter in the odoo 17 ERP Module
How to Add Chatter in the odoo 17 ERP Module
 
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...
 
Digital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments UnitDigital Artifact 1 - 10VCD Environments Unit
Digital Artifact 1 - 10VCD Environments Unit
 
How to Make a Field Mandatory in Odoo 17
How to Make a Field Mandatory in Odoo 17How to Make a Field Mandatory in Odoo 17
How to Make a Field Mandatory in Odoo 17
 
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...
 
PIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf IslamabadPIMS Job Advertisement 2024.pdf Islamabad
PIMS Job Advertisement 2024.pdf Islamabad
 
writing about opinions about Australia the movie
writing about opinions about Australia the moviewriting about opinions about Australia the movie
writing about opinions about Australia the movie
 
Cognitive Development Adolescence Psychology
Cognitive Development Adolescence PsychologyCognitive Development Adolescence Psychology
Cognitive Development Adolescence Psychology
 
The Diamonds of 2023-2024 in the IGRA collection
The Diamonds of 2023-2024 in the IGRA collectionThe Diamonds of 2023-2024 in the IGRA collection
The Diamonds of 2023-2024 in the IGRA collection
 
Advanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docxAdvanced Java[Extra Concepts, Not Difficult].docx
Advanced Java[Extra Concepts, Not Difficult].docx
 
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdfANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
ANATOMY AND BIOMECHANICS OF HIP JOINT.pdf
 
The simplified electron and muon model, Oscillating Spacetime: The Foundation...
The simplified electron and muon model, Oscillating Spacetime: The Foundation...The simplified electron and muon model, Oscillating Spacetime: The Foundation...
The simplified electron and muon model, Oscillating Spacetime: The Foundation...
 
Azure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHatAzure Interview Questions and Answers PDF By ScholarHat
Azure Interview Questions and Answers PDF By ScholarHat
 

Fluid net a flexible cloud based radio access network for small cells

  • 1. FluidNet: A Flexible Cloud-Based Radio Access Network for Small Cells Abstract: Cloud-based radio access networks (C-RAN) have been proposed as a cost- efficient way of deploying small cells. Unlike conventional RANs, a C-RAN decouples the baseband processing unit (BBU) from the remote radio head (RRH), allowing for centralized operation of BBUs and scalable deployment of light- weight RRHs as small cells. In this work, we argue that the intelligent configuration of the front-haul network between the BBUs and RRHs, is essential in delivering the performance and energy benefits to the RAN and the BBU pool, respectively. We propose FluidNet-a scalable, light-weight framework for realizing the full potential of C-RAN. FluidNet deploys a logically re-configurable front-haul to apply appropriate transmission strategies in different parts of the network and hence cater effectively to both heterogeneous user profiles and dynamic traffic load patterns. FluidNet's algorithms determine configurations that maximize the traffic demand satisfied on the RAN, while simultaneously optimizing the compute resource usage in the BBU pool. We prototype FluidNet on a 6 BBU, 6 RRH WiMAX C-RAN testbed. Prototype evaluations and large-scale simulations reveal that FluidNet's ability to re-configure its front-haul and tailor transmission strategies provides a 50% improvement in satisfying traffic demands, while reducing the compute resource usage in the BBU pool by 50% compared to baseline schemes.