20160518 SLAC SEECS and UNIMAS Meeting

Time & date 

Wednesday May 18th 9:00pm Pacific Standard Time, Thursday May 19th, 2016  9:00am Pakistan time, Thursday May 19th  2016 12:00noon Malaysian time, Thursday May 19th 2016 02:00am Rio Standard Time.  

Coordinates of team members:

See: http://pinger.unimas.my/pinger/contact.php

Attendees

Invitees:

Hassaan Khaliq?  (SEECS); Saqib+, Aqsa (UAF); Johari-, Adnan Khan (UNIMAS);  Badrul,  Ridzuan, Ibrahim (UM); (UTM); Adib?, Fatima (UUM); Fizi Jalil (MYREN);   Les+, Bebo-, Joao+ (SLAC).

+ Confirmed attendance

- Responded but  Unable to attend: 

? Individual emails sent

Actual attendees:

Saqib, Les

Administration

• Membership of pinger-my in https://groups.google.com

•  Joao Lucas Rulff Da Costa, Brazillian student: arrived at SLAC 5/16/2016.  Here until end August 2016.

  • Need to add to http://pinger.unimas.my/pinger/contact.php.   Joao, please provide your coordinates to Johari. joaolucasrdacosta is Skype ID.

  • Added jlrulff@gmail.com to pinger-my Google group

  • Will be working on making up-to-date PingER data available for download via FTP

Android - Bebo 

No update 5/18/2016

Bebo has set up a Github codebase  as a new project. It contains the PingER MA (pinger2.pl and the traceroute/ping server). Anyone  needs to sign up for a Github account (if you don't already have one), so you can be added as a project member.

• slac-pinger/pinger created by topherwhite.  PingER project https://github.com/slac-pinger/pinger
• Now we have it we can share with Amity to check it works.
  • Bebo reports that someone from Amity requested to be a member of the Android group.

UUM

No update 5/18/2016

From Adib:

• "Since we're still waiting on an account, at SLAC, I asked the student to explore another idea (which is quite relevant) proposed by Prof. Bebo “Creative visualization of PingER data, including rich interaction;”. He has already started looking at the possible attractive/interactive design, at the same time he is working to improve his programming skills."

• "On the other hand, I am in the final stage of writing a case study on the Internet performance in ASEAN countries and its implication on the Socio-Economic Indexes. Will try to share with Dr.Les and Prof. Bebo soon to comment and get your advice on the publication possibility of the paper."

UNIMAS

No update 5/18/2016

UAF (Saqib)

There are 4 students:  Aqsa Hameed, Saba Muzamil, Tahseen and Sara Masood. They are all busy this week and last week with exams. We can expect more updates in a couple of weeks time when the exams are done.

• Aqsa and Saba are working together. Their goal is focusing on visualization of PingER historical data using warehouse.  The idea is to develop a warehouse in UAF university and make it publicly available. They are 50-60% done with setting up a Hadoop cluster with 3 nodes, 1 master, 2 slaves. She is currently working on importing the PingER data into hdfs on the  cluster. they have run some Impala queries on the data and are working on visualization
• Tahseen is working on Handling Missing Data in PingER by using Artificial Intelligence. He has executed some Java queries and looking at parallel scientific workflow management using SciCumulus.
• Sara Masood is working on a PingER Internet Performance Monitoring Agent On Android Device. There has been a discussion to pin down more closely what is needed, i.e. a PingER Measurement Agent running on an Android making measurements to the Beacons, and the ability to upload the data nightly. We held a  skype group meeting with Topher, Sara, Saqib, Bebo and Les to move forward. See 20160331 Meeting on PingER/Android, also see Discussion on porting PingER to Android. She has what she needs for now.

Project on Internet performance has been accepted, but no funding yet.

UTM 

Saqib's old supervisor  agreed to appoint a master student to take of PingER in UTM. Saqib has emailed  3/9/2016, no progress 4/6/2016, no progress 5/18/2016..

UM

MYREN

pingersonar-utm.myren.net.my is down. Emailed Fitzi 5/12/2016.

NUST

No update 5/18/2016

Hassaan's student (Mian Anas Abrar <anas.abrar@gmail.com>) reports: "Sir haven't disabled any of them which i told earlier and actually can't even get back to them because of their wrong contact numbers or their numbers not responding since then. I have tried contacting Dr.Les earlier  few time as per your instructions but don't know why i wasn't able to email him. rest the status is actually same nodes being down". We believe we have solved the mail problem.

We are unable to gather data from the following Pakistani PingER monitors:

• aup.seecs.edu.pk
• cae.seecs.edu.pk
• maggie1.seecs.edu.pk
• maggie2.seecs.edu.pk
• npm.neduet.edu.pk*
• pinger.iba-suk.edu.pk host is pingable
• pinger.isra.edu.pk host is pingable
• pinger.uettaxila.edu.pk*
• pingerisl-air.pern.edu.pk
• pingerisl-qau.pern.edu.pk*
• pingerjms.pern.edu.pk
• pingerkhi-uok.pern.edu.pk
• pingerlhr-pu.pern.edu.pk* host is pingable
• pingerpwr.pern.edu.pk* host is pingable
• pingerqta.pern.edu.pk
• quest.seecs.edu.pk*

* This hosts was noted at the 3/9/2016 meeting as being down for the last 30 days.

Dr Hassaan Khaliq contacted and said "We shall look into the issues with them" 5/13/2016. 

PingER at SLAC

 Working on the following hosts to be able to gather data

Next Meeting

Next meeting:  Wednesday Jun 22nd 9:00pm Pacific Standard Time, Thursday June 23rd, 2016  9:00am Pakistan time, Thursday Jun 23rd  2016 12:00noon Malaysian time, Thursday June 23rd 2016 02:00am Rio Standard Time.  

Old Items

Visualization ideas for PingER moved here 5/20/2016

• One way of drilling down is via a map of all sites. Faisal Zahid put something together a couple of years ago. It is at http://www.slac.stanford.edu/comp/net/wan-mon/viper/pinger-coverage-gmap.html. It uses Google maps, allows pan and zoom, plus selection of type (measurement agent, beacon, target) of host to display. It also allows one to select a host (Search location),  mouse click on the balloon to find out more about the host, from there click on the sites web site, click on the country or region to get the relevant pingtable.pl information. The Visualize allows one to choose a measurement agent and a country and it draws coloured lines between the sites  to represent the metric choosen. This was very useful but parts of it are broken.  It would be great to fix or replace. It has some documentation.
•  For plotting time series, Grafana looks very promising
•  Updating the motion charts, adding newer data etc. would be most useful.  See http://www-iepm.slac.stanford.edu/pinger/pinger-metrics-motion-chart.html and http://www-iepm.slac.stanford.edu/pinger/explorer.html
•  Enhance the selection Metrics, Ticks (see pingtable.pl)  to allow multiple metrics (min, avg, max RTT, loss, thrpughput, , MOS ..) to be plotted as a time series. 
•  Enhanced selection remote hosts for selected tick, selected metric selected mutiple targets (pingtable.pl currently only allows one target), e.g. Once you have plot enable fitting the data to timelines (linear, exponential, power series)
•  Map pf countries the world colored by metric allow selection of metric and for a particular year. with chosen MA,

Huffington Post moved here 3/8/2016

• article on PingER and African Internet performance, see  http://www.huffingtonpost.com/david-tereshchuk/a-giant-leap-in-2016-africa_b_8901556.html

• Anjum said it would be good for Hassaan to attach this to his proposal. Any action?

• Les is working with the SLAC CIO to try and put something together for publicity concerning the life of PingER. 

UOA (Saqib) placed here 2/3/2016.

Saqib has a  5  MS students from the Database team

• • Sara Massoud came up with ideas to improve the info put together by Amity

  • Sabah Massoumil working on Linked Open Data (please excuse spelling)

  • Aqsa Hameed working on big data/analysis of PingER data. The initial idea was to set up a big data/big analysis 

  • Aqsa Hameed has been working with Anjum to look at a project to create a Hadoop/Cloudera PingER warehouse to enable easier, more powerful access to PingER historical data. 

    • Thinking a bit on Aqsa her work appears to be related to the work done by Thiago on PingER warehouse using a cluster/Cloudera/HDFS/Impala earlier this year. In particular see the presentation at NETAPPS2015 (see https://confluence.slac.stanford.edu/download/attachments/123309267/NETAPPS_PRESENTATIONrevLuiza.pptx. Once the paper is published we can also provide her with that (Adib will let us know when this is OK). 

    •  Les emailed the relevant people to put them in contact with one another. It appears there is a lot of overlap between what Aqsa proposed as a Masters project and what Thiago has already done. However Thiago's system was mainly a proof of concept and not in production. We need to look at the next steps: Internet access, auto-updating of information in near realtime, production service, maintainable etc. With this in place one could really mine the data looking for all kinds of interesting correlations, clustering, event impacts, comparisons etc.

      • Given that such a warehouse is available, then the next step would be to automatically create queries that would produce in near real-time the plots we produce manually for the PingER annual reports.

      • Following this publish the data in RDF to tie in with the Southampton RDF web observatory repository (similar to what Renan did as a proof of concept).

      • Since Thiago's warehouse is only available at SLAC,  it may assist to get Aqsa an account at SLAC, alternatively Aqsa will need to set up a repository at here home base.

      • There is some documentation written by Les on the usage of the warehouse at SLAC. It is at: PingER Data Warehouse using Big Data with Cloudera on Nebula.

      • Les will contact Thiago to see if there is other documentation or where to find the programs etc.

      • We need to put together all we know:

        • Paper from Thiago on PingER warehouse presented in Malaysia at NETAPP2015 Thiago M. Da S. Barbosa, Renan F. Souza, Sergio M. S. Da Cruz, Maria L. Campos and R. Les Cottrell. Applying Data Warehousing and Big Data Techniques to Analyze Internet Performance

        • Document on Warehouse

          • PingER Data Warehouse using Big Data with Cloudera on Nebula

        • Documents on PingERLOD

          • Possible follow on to PingERLOD project, PingER#PingERLOD

          • Linked Open Data Publication Strategies: Application in Networking PPerformance Measurement Data, Renan Souza, Les Cottrell, Bebo White, Maria Campos, Marta Mattoso, poster presented at the BigDataScience - Stanford conference, CA, USA  May 27-31, 2014.

        • Reviews/proposals/ from Aqsa/Fatima

          • Survey on Big Data Indexing strategies, Fatima Bintu Adama, Adib Habbal, Suhaidi Hassan, R. Les Cottrell. Bebo White, Ibrahim Abdullahi.

          • Saqib will provide Aqsa's

    • Tehseen is working on missing PingER data.

• Saqib has submitted a project with title "A Fundamental Active Internet Performance Monitoring Framework for Pakistan Education & Research Network (PERN) in University of Agriculture, Faisalabad"

  • Project is accepted.

  • working on a project to develop a node using Raspberry Pi 2 and IoT to measure the air and soil quality.

    • Have 2 RPis and setting up air quality with sensors from market, idea is to distribute on campus.

  • Currently, students are analyzing the project to develop a problem statement for their research project.

• For the GeoLocation Saqib should contact Anjum

• Project on Internet performance has been accepted, but no funding yet.

Others

• Jan 5, 2015 Hassaan reports "I have received revisions on my proposal and these days I am revising my proposal. In the meanwhile, I have also added another student (Anas Abrar) on this project. He is in learning phase and will follow the nodes which are not working. I shall give you an update very soon. "

  •  Hassaan is  very hopeful that if the proposal is accepted then we can easily have a full time RA for the project.

  Hassaan has re-submitted the proposal after revisions. He would like to get Anas Abrar more trained on monitoring operation and then will inform us to add him to the mailing list at http://pinger.unimas.my/pinger/contact.php.

   

• Oct 2015. Following the last meeting, Anjum, Hassaan and Les met to discuss the way forward. 

  • "Adnan currently is unable to find resources for handling the project. Similarly, there is no progress on hiring of a full time RA by NUST HQ. 
  • However, I (Hassaan) checked from HEC about the proposal that I submitted last year. They have informed me that 2 reviewers have asked for revisions while they are waiting for the third review. I am very hopefull about it. If the proposal is accepted then we can easily have a full time RA for the project. I have plans to talk to Dr. Zaidi about hiring an RA on assuming that our proposal will be accepted by HEC. We can then get his salary deducted later from the HEC project. I shall update you very soon in this regard." 

  • Hassaan is  waiting to hear from HEC about the comments on the proposal. 

  • Moreover, he has asked a student to work on the project for the time being. His name is Mian Anas however he will need few weeks to understand the project. 

• Thiago completed setting up the  PingER data SQL Impala warehouse running on a Nebula/Cloudera cluster using the Hadoop File System (HDFS). Unfortunately it is not currently accessible from outside SLAC. There have been several attempts to provide outside access, but no success yet, we need to engage the subject matter experts. Thiago is now a SLAC associate so he still has an account at SLAC. There was a cyber security alert on the version of java installed with Cloudera. Les has replaced the cloudera version of java which should fix the vulnerability. However the new version has not been tested.

Geolocation

Anjum believes the TULIP Geolocation application  can be improved significantly. At least there are few ideas that we can try. For this, either a group of undergraduate students or an active masters student is required. The resultant work can easily be the thesis of masters level. Who is interested? 

• Saqib at Faisalabad has an MS student interested to work on Geolocation project. He requests an initial  paper on the project.  Les has responded to Saqib. He also has some other students. Anjum will contact him. Potential projects/asks include: take over management of PingER monitoring in Pakistan (say 5 monitors/student; case study of how Pakistan's network performance/connectivity has improved over thea years especially as function of funding etc;  geolocation with variable alpha; indoor geolocation

• Johari will contact Anjum to learn more of the requirements. Update Johari/Adnan

• See http://www.slac.stanford.edu/comp/net/tulip/. Basically TULIP uses pings to a target from landmarks at known locations and converts the minimum RTTs to estimate the distances. Then uses the distances with mulitlateration to estimate the location of the target

• To improve TULIP one needs the right selection of landmarks, i.e. good (working landmarks) at the right locations (not too far from the target), straddling the target, and with a a reasonable estimate of the indirectness (directivity or alpha) of the path from the landmark to the target (so we can reasonably accurately estimate the distance). One also needs a reasonable density of landmarks (e.g. number of targets/100,000sq km)

• The landmarks come from PingER and perfSONAR sites.  We have a reasonable density in the US, Pakistan and Europe. Currently Anjum is getting better than 20km accuracy for Pakistani targets

• As the number of landmarks goes up so does the accuracy, but so does the time to make the measurements (pings). 

• One needs to find the optimal density

• Anjum proposes to speed up the measurements using a cluster for parallelization and also proposes to improve the adaptation of alpha based region. He regards the adaptive geolocation and parallelization as  MS projects. 

• He is also interested in geolocation in small proximity (e.g.indoors), e.g. using cell tower signals. This is a new area of research. It is possible that the port of PingER to an Android could  be related to this. This is a PhD project

• Anjum reports he can supervise the students on Geolocation. He will need to know when the students are ready. We can start with a joint meeting involving Les and the students. Later on, Anjum can have the meeting with students every week while Les can join if he has time.

NUST/SEECS Pakistani PingER nodes status

Pink Background indicates host was bad last month, strike through says it is fixed, yellow is an new bad host.

Is it time to start paring down the list of PingER monitor hosts in Pakistan, starting with those that have been down for a while and despite your efforts they are not cooperating.  One might also look at the coverage by region in Pakistan and try and keep good coverage for all regions.

Traceroute at UTM 5/9/2015

The traceroute problem regarding maximum reachable hops ( i.e. 11 hopes ) may be since the Unix/Linux/OSX  traceroute uses UDP to send the requests. The first request is sent to a particular port (33434), with a ttl  to tell it how many hops to go to.  The ttl starts at 1 is incremented as it tries the next hop, also the port is incremented (up to 33465).  It looks like the first few UDP ports are enabled and then they are blocked. The Windows traceroute uses ICMP to send the probes so does not see the problem.

Linked Open Data

Cristiane reports (7/1/2015): "I am trying to automatize the triplification of PingER data on Kettle. For now, part of the transformation is made on Kettle and another is made by a Java code. Although this solution works for a data sample, is important to have the entire process on Kettle because it facilitates to understand, modify and control the triplification process."

Feb 2015

The plan is still the one seen before (see project proposal), experimenting those alternatives. Right now, they managed to triplify the data according to a new ontology that takes advantage of a combination of a current standard for multidimensional data (called data cube vocabulary) and a revised version of Renan's Moment ontology adaptation. With this we expect to have a better data organization than the previous solution.

They are now preparing a test plan (like a small benchmark) to be used on all alternatives so that we can compare the results accordingly. 

Aug 2014

Renan  finished the new pingerlod web site. The new thing is that it should be much easier now to modify the info texts. What Renan did was to put the texts into a separate file. The new version has been loaded on the server and some text added to describe how to use the map. However there is a bug that prevents it from executing the map. Renan reports that the bugs should be easy to fix. He has talked to his professor who suggested trying RDF Owlink, it should have faster responses to queries. Renan will research this.  It will probably mean reloading the PingER data so is a lot of work, hopefully this will improve performance. Before the rebuild he will make the fixes and provide a new WAR for us to load on pingerlod.slac.stanford.edu. He is also working on documentation (he has finished the ontology and has a nice interactive tool for visualizing it, since the ontology is the core of the data model of our semantic solution, this will be very helpful for anyone who uses our system, both a developer of the system and a possible user) and his thesis. Bebo pointed out that to get publicity and for people to know about the data, we will need to add pingerlod to lod.org.

Things he will soon do regarding documentation:

1. A task/process flow writing all java classes involved on all those batch jobs;
2. A Javadoc <http://www.oracle.com/technetwork/java/javase/documentation/index-jsp-135444.html> which will explain all classes and how they are used.

For the Linked Open Data / RDF which is in pre-alpha days, you can go to http://pingerlod.slac.stanford.edu. As can be seen this page is not ready for prime time. However the demos work as long as one carefully elects what to look at:

• Click on Visualizations, there are two choices:
  • Multiple Network Metrics: Click on the image: gives a form, choose from Node pinger.slac.stanford.edu pinging to www.ihep.ac.cn, time parameters yearly, 2006 2012, metrics throughput, Average RTT Packet loss and display format Plot graph, then click on submit. In a few seconds time series graph should come up. Mouse over to see details of values at each x value (year).
  • A mashup of network metrics x university metrics Click on image: gives another form, pinging from pinger.slac.stanford.edu, School metric number of students, time metric years 2006 2012, display format plot graph, click on submit. Longer wait, after about 35 seconds a google map should show up. Click on "Click for help." Area of dots = number of students, darkness of dots = throughput (lighter is better), inscribing circle color gives university type (public, private etc.) Click on circle for information on university etc.

• Renan will be working on providing documentation on the programs, in particular the install guide for the repository and web site etc. This will assist the person who takes this over. 

Renan is using OWLIM as RDF Repository. He is using an evaluation version right now. Renan looked into the price for OWLIM (that excellent RDF Database Management System he told us about). It would cost 1200EUR minimum  (~ 1620 USD, according to Google's rate for today) for a one time eternal license. It seems too expensive. No wonder it is so good. Anyhow, he heard about a different free alternative. Just not sure how good it would be for our PingER data. He will try it out and evaluate. He will also get a new evaluation of the free OWLIM lite.  

He has also made some modifications on the ontology of the project (under supervision of his professor in Rio) hence he  will have to modify the code to load the data accordingly.

Maria and Renan are advancing in some approaches to deal with PingER data, making it easier to be analyzed and integrated. In particular they have been busy studying and evaluating alternatives, analyzing results from the latest benchmarks on NoSQL (including RDF and graph based storages) database management, distributed processing and mediated  solutions over relational databases, and also other experiments with multidimensional analyses on Linked Data.  The new students involved are now understanding better the scenario and they have been interacting with Renan regularly. 

Cristiane has studied the PinGER data and how to cast it into Linked Open Data form. The size of the PingER hourly data for 1998-Sep 2014 archived via FTP in text form amounts to ~ 5.12GB and this corresponds to 15.66*10^9 (billion) triples. Then using 5  triples for each measurement and using Turtle without compression gives us 685 Gbytes or an inflation factor of ~ 200. 

When Christiane made the estimation of PingER triples, she wrote two documents that explain the process but they were in Portuguese. She has written the new versions in English.

• Counting PingER Measurements: https://www.dropbox.com/s/35itp7v6yasy3rb/Counting%20PingER%20Measurements%20_EnglishVersion.docx?dl=0
• PingER LOD Triples: https://www.dropbox.com/s/4oj5jqupwbujja5/PingERLOD%20Triples%20_EnglishVersion.docx?dl=0

Christiane's report is at: Size Inflation of PingER Data for use in PingER LOD

UM

Moved here 3/4/2015:

Ibrahim has setup distributed hadoop clusters. He has 2TB of disk space. Les has provided information on getting a subset of PingER data by anonymous ftp via ftp://ftp.slac.stanford.edu/users/cottrell.  It was put there last September. Information on how the data was put together is at https://confluence.slac.stanford.edu/display/IEPM/Archiving+PingER+data+by+tar+for+retrieval+by+anonymous+ftp. There is information on formatting etc at http://www-iepm.slac.stanford.edu/pinger/tools/retrievedata.html and some on the dataflows at https://confluence.slac.stanford.edu/display/IEPM/PingER+data+flow+at+SLAC. Renan at UFRJ has successfully used this data, he has also characterized the data in terms of bytes/metric per year etc.

Ibrahim has started downloading all zip files in the local machines. 6 weeks ago he downloaded 2 GB of Weather data to test his nodes cluster, he  wrote a simple Java program (Map, Reduce) to find the Average and it was working fine. 

Anjum reported that UM had experienced a TCP syn DOS attack prior to Mar 12th (when an IDS was put in place). It occurred mainly for several days before between the hours on noon- 2pm and 7-7 in the evening (Malaysia time). He suggested looking to see if PingER could spit the effect.  Ibrahim, Les and Anjum will look at. Les analyzed the data and sent it to Anjum

NUST

The following is from Samad 2/24/2015.

• buitms.seecs.edu.pk #We have to disable gathering data from this host because the person still don't want to continue with us as i have tried once again to convince him but the answer is same. Les has disabled from SLAC. 
• nukhimain.seecs.edu.pk # We were unable to gather data since 20th November, 2014 and now the Node is working fine and collecting data as well. 
• pinger.uettaxila.edu.pk #The node is working fine from last two weeks. 
• sau.seecs.edu.pk. #This Node is working fine now. 
• pingerjms.pern.edu.pk #This node is working now. 
• pinger.uet.edu.pk # this was also not working from so many days. and now its working fine and collecting data as well. 
• pinger.isra.edu.pk # This node is also working fine now.
• pingerlhr-pu.pern.edu.pk # This is also working fine now.
• pinger.kohat.edu.pk # Collecting data now.

• The IP of "pingerqta.pern.edu.pk" has been changed, Les has updated the databas at SLAC with the following

  DNS: pingerqta.pern.edu.pk 

  Old IP: 121.52.157.157 

  New IP: 121.52.157.148

Follow up from workshop

• Hossein Javedani of UTM is interested in anomalous event detection with PingER data. Information on this is available at https://confluence.slac.stanford.edu/display/IEPM/Event+Detection. We have sent him a couple of papers and how to access the PingER data. Hossein and Badrul have been put in contact. Is there an update Badrul?

The Next step in funding is to go for bigger research funding, such as LRGS or eScience. Such proposals must lead to publications in high quality journals. They will need an infrastructure such as the one we are building. We can use the upcoming workshop (1 specific session) to brainstorm and come up with such proposal. We need to do some groundwork before that as well. Johari will take the lead in putting together 1/2 page descriptions of the potential research projects. 

1. Need to identify a few key areas of research related to PingER Malaysia Initiative and this can be shared/publicized through the website. These might include using the infrastructure and data for: anomaly detection; correlation of performance across multiple routes; and for GeoLocation. Future projects as Les listed in Confluence herehttps://confluence.slac.stanford.edu/display/IEPM/Future+Projects can also be a good start and also Bebo's suggestion. 
2. Need to synchronize and share research proposals so as not to duplicate research works. how to share? Maybe not through the website, or maybe can create a member only section of the website to share sensitive data such as research proposal?

Anjum suggested Saqib,  Badrul and Johari put together a paper on user experiences with using the Internet in Malaysia as seen from Malaysian universities. In particular round trip time, losses, jitter, reliability, routing/peering, in particular anomalies, and the impact on VoIP, throughput etc.  It would be good to engage someone from MYREN.

Ibrahim

Ibrahim Abaker  is planning to work on a topic initially entitled " leveraging pingER big data with a modified pingtable for event-correlation and clustering".  Ibrahim has a proposal, see https://confluence.slac.stanford.edu/download/attachments/17162/leveraging+pingER+big+data+with+a+modified+pingtable+for+event-correlation+and+clustering.docx. Ibrahim reports 7/15/2014 "I have spent the last few months trying to understand the concept of big data storage and its retrieval as well as the traditional approach of storing RDF data. I have integrated a single hadoop cluster in our cloud. but for this project we need multiple clusters, which I have already discussed with Dr. Badrul and he will provide me with big storage for the experiment." No Update 8/20/2014.

"I have come up with initial proposed solution model. This model consists of several parts. The upper parts of the Figure below shows the data source, in which PingER data will be convert into RDF format. Then the data pre-processor will take care of converting RDF/XML into N-triples serialization formats using N-triples convertor module. This N-triple file of an RDF graph will be as an input and stores the triples in storage as a key value pair using MapReduce jobs"

Potential projects

See list of Projects