NDLI: Simple Traffic Prediction Mechanism and its Applications in Wireless Networks

Content Provider	Springer Nature Link
Author	Kulkarni, Parag Lewis, Tim Fan, Zhong
Copyright Year	2010
Abstract	Several studies have analyzed traffic traces collected from real world deployments of wireless networks. The vast majority of these studies have employed descriptive statistics with the aim of obtaining insights into the different aspects of wireless networks. While the contributions of all these studies are valuable, they mainly provide guidelines on design and deployment of wireless networks on a longer term perspective. The ability to predict at shorter timescales such as on the order of a few minutes empowers the network management entity with extra intelligence to optimize network performance taking into account anticipated traffic conditions. This paper proposes a simple traffic prediction mechanism using the Recursive Least Squares algorithm and highlights its applications in proactive network management. The performance of the proposed prediction mechanism is also evaluated using publicly available data set collected from a real world wireless network. Results from this study show that the RLS algorithm is capable of accurately predicting the traffic load and shows good adaptive behaviour. Moreover it is intuitively simple and results in a lightweight implementation.
Starting Page	261
Ending Page	274
Page Count	14
File Format	PDF
ISSN	09296212
Journal	Wireless Personal Communications
Volume Number	59
Issue Number	2
e-ISSN	1572834X
Language	English
Publisher	Springer US
Publisher Date	2010-01-14
Publisher Place	Boston
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	Prediction Recursive least squares Wireless 802.11 Proactive management Communications Engineering, Networks Signal, Image and Speech Processing Computer Communication Networks
Content Type	Text
Resource Type	Article
Subject	Electrical and Electronic Engineering Computer Science Applications

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Extended MULE Concept for Traffic Congestion Monitoring

Collision Localization for IEEE 802.11 Wireless LANs

Minimizing Communication Interruptions Using Smart Proactive Channel Scanning Over IEEE 802.11 WLANs

Lightweight proactive queue management

A Simple and Closed-Form Access Delay Model for Reliable IEEE 802.11-Based Wireless Industrial Networks

A Simple and Comprehensive Saturation Packet Delay Model for Wireless Industrial Networks

Performance Analysis of Network Coding Based Two-Way Relay Wireless Networks Deploying IEEE 802.11

Dynamic bandwidth management in IEEE 802.11-based multihop wireless networks

Timely Effective Handover Mechanism in Heterogeneous Wireless Networks

Simple Traffic Prediction Mechanism and its Applications in Wireless Networks

Similar Documents

Extended MULE Concept for Traffic Congestion Monitoring

Collision Localization for IEEE 802.11 Wireless LANs

Minimizing Communication Interruptions Using Smart Proactive Channel Scanning Over IEEE 802.11 WLANs

Lightweight proactive queue management

A Simple and Closed-Form Access Delay Model for Reliable IEEE 802.11-Based Wireless Industrial Networks

A Simple and Comprehensive Saturation Packet Delay Model for Wireless Industrial Networks

Performance Analysis of Network Coding Based Two-Way Relay Wireless Networks Deploying IEEE 802.11

Dynamic bandwidth management in IEEE 802.11-based multihop wireless networks

Timely Effective Handover Mechanism in Heterogeneous Wireless Networks

Simple Traffic Prediction Mechanism and its Applications in Wireless Networks