SlideShare a Scribd company logo
Network Performance  Forecasting System  컴퓨터공학과 19991251 신주철  (jedi@postech.ac.kr) 지도교수님 :  홍원기 교수님  (jwkhong@postech.ac.kr) D istributed  P rocessing &  N etwork  M anagement Lab.
Background Network Management Efficient ,  reliable   and  secure  operations and management of networks, systems and services Functions F ault,  C onfiguration,  A ccounting,  P erformance , and  S ecurity Management CSED499 DPNM Lab.
Background CSED499 DPNM Lab. Network Performance Monitoring Network performance measurement and visualization (MRTG, Network Weather Map) Simple prediction of network performance POSNWS (POSTECH Network Weather Map Service) DPNM, POSTECH MRTG (Multi Router Traffic Grapher)
Problem Definition and Goal Problem Definition No satisfactory solution available for network performance forecast Currently, low accuracy of forecasting network traffic with static policies (thresholds) Goal Development of network traffic forecasting system with high accuracy by dynamic policy planning CSED499 DPNM Lab.
Method Notification network trouble in advance with high accuracy Collect network traffic data from network elements by SNMP Apply various algorithms for dynamic planning Compare and evaluate each method Find an optimal solution Use the forecast value as a dynamic threshold (notification before event) Validation Apply this method to NMS for POSTECH Network CSED499 DPNM Lab.
Contribution Dynamic Network Policy Planning (For manager) Control Limitation Optimization Network planning Prevention from overuse of network resources (For user) CSED499 DPNM Lab.
Schedule 3 rd  week – present project proposal 4~5 th  week(4.4) – Survey related work 6 th ~7 th  week – Select appropriate algorithms and improvement  8~10 th  week(5.9) – Implementation of NMS 11~12 th  week – Test NMS & Gather traffic data of POSTECH 13~15 th  week – Apply & Analyze various methods  16 th  week – Demo & final presentation CSED499 DPNM Lab.
Thank You !

More Related Content

PPTX
Neural Network Presentation
PPTX
IEEE SSCI 2011 Talk - Neural Networks Ensembles for Short-Term Load Forecasting
PPTX
PPT FOR BIG
PPTX
Master defence 2020 -Volodymyr Lut-Neural Architecture Search: a Probabilisti...
PPTX
Sigma Xi Research Showcase 2018 - Oleksii Volkovskyi
PDF
Network tomography to enhance the performance of software defined network mon...
PPTX
nnU-Net: a self-configuring method for deep learning-based biomedical image s...
PPTX
Artificial neural network for load forecasting in smart grid
Neural Network Presentation
IEEE SSCI 2011 Talk - Neural Networks Ensembles for Short-Term Load Forecasting
PPT FOR BIG
Master defence 2020 -Volodymyr Lut-Neural Architecture Search: a Probabilisti...
Sigma Xi Research Showcase 2018 - Oleksii Volkovskyi
Network tomography to enhance the performance of software defined network mon...
nnU-Net: a self-configuring method for deep learning-based biomedical image s...
Artificial neural network for load forecasting in smart grid

What's hot (17)

PPTX
New developments in Aimsun and future trends
PPT
One–day wave forecasts based on artificial neural networks
PPT
Neural networks for the prediction and forecasting of water resources variables
PPTX
A methodology for full system power modeling in heterogeneous data centers
PPTX
Outlier detection for high dimensional data
DOCX
Distributed web systems performance forecasting
PDF
ODVSML_Presentation
PDF
APM project meeting - June 13, 2012 - LBNL, Berkeley, CA
PPT
Learning from data for wind–wave forecasting
PPTX
Comparison of papers NN-filter
PPTX
PDF
PR12-193 NISP: Pruning Networks using Neural Importance Score Propagation
PDF
Exascale Deep Learning for Climate Analytics
DOCX
Minimum rate prediction and optimized histograms modification for reversible ...
PPTX
Pruning convolutional neural networks for resource efficient inference
PPSX
Project presentation
PDF
Thesis Presentation on Energy Efficiency Improvement in Data Centers
New developments in Aimsun and future trends
One–day wave forecasts based on artificial neural networks
Neural networks for the prediction and forecasting of water resources variables
A methodology for full system power modeling in heterogeneous data centers
Outlier detection for high dimensional data
Distributed web systems performance forecasting
ODVSML_Presentation
APM project meeting - June 13, 2012 - LBNL, Berkeley, CA
Learning from data for wind–wave forecasting
Comparison of papers NN-filter
PR12-193 NISP: Pruning Networks using Neural Importance Score Propagation
Exascale Deep Learning for Climate Analytics
Minimum rate prediction and optimized histograms modification for reversible ...
Pruning convolutional neural networks for resource efficient inference
Project presentation
Thesis Presentation on Energy Efficiency Improvement in Data Centers
Ad

Similar to Network Performance Forecasting System (20)

PDF
Architecture for SNMP based Network Monitoring System
PPTX
MINI PROJECT FINAL 2nd review.ppt DETAILS
PDF
Icacci presentation-isi-ssh traffic
PPTX
WIND SPEED-2.pptx for environmental studies
PDF
Approximation of regression-based fault minimization for network traffic
PPTX
Performance analysis of routing protocol in MANET
PDF
2009.08 grid peer-slides
PDF
Icacci presentation-ssh traffic
PDF
Distributed Web System Performance Improving Forecasting Accuracy
PPTX
Network monitoring Project Proposal.pptx
PDF
Poster_Reseau_Neurones_Journees_2013
PPTX
Ajila (1)
PPTX
an enhanced and secured qos for p2p networks.pptx
PDF
Internet ttraffic monitering anomalous behiviour detection
PDF
Resume tara linkedin
PDF
M3AT: Monitoring Agents Assignment Model for the Data-Intensive Applications
PPSX
Plan_design and FPGA implement of MIMO OFDM SDM systems
DOCX
JAVA 2013 IEEE DATAMINING PROJECT Distributed web systems performance forecas...
PDF
Performance evaluation methods for P2P overlays
PDF
Analysis of IT Monitoring Using Open Source Software Techniques: A Review
Architecture for SNMP based Network Monitoring System
MINI PROJECT FINAL 2nd review.ppt DETAILS
Icacci presentation-isi-ssh traffic
WIND SPEED-2.pptx for environmental studies
Approximation of regression-based fault minimization for network traffic
Performance analysis of routing protocol in MANET
2009.08 grid peer-slides
Icacci presentation-ssh traffic
Distributed Web System Performance Improving Forecasting Accuracy
Network monitoring Project Proposal.pptx
Poster_Reseau_Neurones_Journees_2013
Ajila (1)
an enhanced and secured qos for p2p networks.pptx
Internet ttraffic monitering anomalous behiviour detection
Resume tara linkedin
M3AT: Monitoring Agents Assignment Model for the Data-Intensive Applications
Plan_design and FPGA implement of MIMO OFDM SDM systems
JAVA 2013 IEEE DATAMINING PROJECT Distributed web systems performance forecas...
Performance evaluation methods for P2P overlays
Analysis of IT Monitoring Using Open Source Software Techniques: A Review
Ad

More from amiable_indian (20)

PDF
Phishing As Tragedy of the Commons
PDF
Cisco IOS Attack & Defense - The State of the Art
PDF
Secrets of Top Pentesters
PPS
Workshop on Wireless Security
PDF
Insecure Implementation of Security Best Practices: of hashing, CAPTCHA's and...
PPS
Workshop on BackTrack live CD
PPS
Reverse Engineering for exploit writers
PPS
State of Cyber Law in India
PPS
AntiSpam - Understanding the good, the bad and the ugly
PPS
Reverse Engineering v/s Secure Coding
PPS
Network Vulnerability Assessments: Lessons Learned
PPS
Economic offenses through Credit Card Frauds Dissected
PPS
Immune IT: Moving from Security to Immunity
PPS
Reverse Engineering for exploit writers
PPS
Hacking Client Side Insecurities
PDF
Web Exploit Finder Presentation
PPT
Network Security Data Visualization
PPT
Enhancing Computer Security via End-to-End Communication Visualization
PDF
Top Network Vulnerabilities Over Time
PDF
What are the Business Security Metrics?
Phishing As Tragedy of the Commons
Cisco IOS Attack & Defense - The State of the Art
Secrets of Top Pentesters
Workshop on Wireless Security
Insecure Implementation of Security Best Practices: of hashing, CAPTCHA's and...
Workshop on BackTrack live CD
Reverse Engineering for exploit writers
State of Cyber Law in India
AntiSpam - Understanding the good, the bad and the ugly
Reverse Engineering v/s Secure Coding
Network Vulnerability Assessments: Lessons Learned
Economic offenses through Credit Card Frauds Dissected
Immune IT: Moving from Security to Immunity
Reverse Engineering for exploit writers
Hacking Client Side Insecurities
Web Exploit Finder Presentation
Network Security Data Visualization
Enhancing Computer Security via End-to-End Communication Visualization
Top Network Vulnerabilities Over Time
What are the Business Security Metrics?

Recently uploaded (20)

PPTX
Belch_12e_PPT_Ch18_Accessible_university.pptx
PDF
BsN 7th Sem Course GridNNNNNNNN CCN.pdf
PDF
Unit 1 Cost Accounting - Cost sheet
PDF
kom-180-proposal-for-a-directive-amending-directive-2014-45-eu-and-directive-...
PDF
IFRS Notes in your pocket for study all the time
PPTX
Amazon (Business Studies) management studies
PDF
Reconciliation AND MEMORANDUM RECONCILATION
PDF
DOC-20250806-WA0002._20250806_112011_0000.pdf
PDF
Nidhal Samdaie CV - International Business Consultant
PDF
20250805_A. Stotz All Weather Strategy - Performance review July 2025.pdf
PPTX
Dragon_Fruit_Cultivation_in Nepal ppt.pptx
PDF
MSPs in 10 Words - Created by US MSP Network
PDF
Outsourced Audit & Assurance in USA Why Globus Finanza is Your Trusted Choice
PPTX
ICG2025_ICG 6th steering committee 30-8-24.pptx
PPTX
New Microsoft PowerPoint Presentation - Copy.pptx
PDF
Types of control:Qualitative vs Quantitative
PDF
Katrina Stoneking: Shaking Up the Alcohol Beverage Industry
DOCX
Euro SEO Services 1st 3 General Updates.docx
PDF
Roadmap Map-digital Banking feature MB,IB,AB
PDF
COST SHEET- Tender and Quotation unit 2.pdf
Belch_12e_PPT_Ch18_Accessible_university.pptx
BsN 7th Sem Course GridNNNNNNNN CCN.pdf
Unit 1 Cost Accounting - Cost sheet
kom-180-proposal-for-a-directive-amending-directive-2014-45-eu-and-directive-...
IFRS Notes in your pocket for study all the time
Amazon (Business Studies) management studies
Reconciliation AND MEMORANDUM RECONCILATION
DOC-20250806-WA0002._20250806_112011_0000.pdf
Nidhal Samdaie CV - International Business Consultant
20250805_A. Stotz All Weather Strategy - Performance review July 2025.pdf
Dragon_Fruit_Cultivation_in Nepal ppt.pptx
MSPs in 10 Words - Created by US MSP Network
Outsourced Audit & Assurance in USA Why Globus Finanza is Your Trusted Choice
ICG2025_ICG 6th steering committee 30-8-24.pptx
New Microsoft PowerPoint Presentation - Copy.pptx
Types of control:Qualitative vs Quantitative
Katrina Stoneking: Shaking Up the Alcohol Beverage Industry
Euro SEO Services 1st 3 General Updates.docx
Roadmap Map-digital Banking feature MB,IB,AB
COST SHEET- Tender and Quotation unit 2.pdf

Network Performance Forecasting System

  • 1. Network Performance Forecasting System 컴퓨터공학과 19991251 신주철 (jedi@postech.ac.kr) 지도교수님 : 홍원기 교수님 (jwkhong@postech.ac.kr) D istributed P rocessing & N etwork M anagement Lab.
  • 2. Background Network Management Efficient , reliable and secure operations and management of networks, systems and services Functions F ault, C onfiguration, A ccounting, P erformance , and S ecurity Management CSED499 DPNM Lab.
  • 3. Background CSED499 DPNM Lab. Network Performance Monitoring Network performance measurement and visualization (MRTG, Network Weather Map) Simple prediction of network performance POSNWS (POSTECH Network Weather Map Service) DPNM, POSTECH MRTG (Multi Router Traffic Grapher)
  • 4. Problem Definition and Goal Problem Definition No satisfactory solution available for network performance forecast Currently, low accuracy of forecasting network traffic with static policies (thresholds) Goal Development of network traffic forecasting system with high accuracy by dynamic policy planning CSED499 DPNM Lab.
  • 5. Method Notification network trouble in advance with high accuracy Collect network traffic data from network elements by SNMP Apply various algorithms for dynamic planning Compare and evaluate each method Find an optimal solution Use the forecast value as a dynamic threshold (notification before event) Validation Apply this method to NMS for POSTECH Network CSED499 DPNM Lab.
  • 6. Contribution Dynamic Network Policy Planning (For manager) Control Limitation Optimization Network planning Prevention from overuse of network resources (For user) CSED499 DPNM Lab.
  • 7. Schedule 3 rd week – present project proposal 4~5 th week(4.4) – Survey related work 6 th ~7 th week – Select appropriate algorithms and improvement 8~10 th week(5.9) – Implementation of NMS 11~12 th week – Test NMS & Gather traffic data of POSTECH 13~15 th week – Apply & Analyze various methods 16 th week – Demo & final presentation CSED499 DPNM Lab.