garuda : a national initiative of government of india in grid computing s. ramakrishnan...

44
GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan [email protected] Welcom Welcom e e 1

Upload: gavin-clayton

Post on 27-Mar-2015

227 views

Category:

Documents


3 download

TRANSCRIPT

Page 1: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

GARUDA : A National Initiative of Government of India in Grid Computing

S. [email protected]

WelcomeWelcome

1

Page 2: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Presentation Outline

• Background• Indian Initiatives• C-DAC & PoC Garuda• Grid Partners• Road ahead

2

Page 3: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Presentation Outline

• Background• Indian Initiatives• C-DAC & PoC Garuda• Grid Partners• Discussions

3

Page 4: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Knowledge Paradigm • High Performance Computing (Petaflop by 2010 and

beyond)• Development, acquisition as well as creative use scaling up

momentum

• Petabytes of storages and beyond • From Remote Sensing Satellites, MST Radars & Global Scientific

mission forums demanding tremendous storage

• High speed Networks (Terabits per second by 2010 and beyond)

• Key enabler to support engineering data and bandwidth intensive applications

• Grid Computing - supporting distributing computing, Problem solving environments and collaboration tools

• Already identified as an most important area and PoC Garuda under implementation by C-DAC

Page 5: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Knowledge Paradigm (Contd…)

• Data Centre and Web Services• Emergence of world class of telecom infrastructure and success of

IT sector augurs well for a host of applications sector from Bio-informatics to E-governance

• Knowledge Management tools• Host of with over 300 of Fortune 500 and all top Global ICT MNCs

setting up development centers and increasingly positioning of research labs in India, as also BPO, KPO centers and VC funding, GRID Marketing and innovation is happening.

• Secure Cyber Infrastructure• Demands for trusted and reliable infrastructure service is

increasing.

• Multilingual Computing• With 22 official languages touching over 90% of non-english

speaking people

• Broadband and mobile wireless• Fastest growing in India, permeating to villages

Page 6: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Presentation Outline

• Background• Indian Initiatives• C-DAC & PoC Garuda• Grid Partners• Discussions

06-Sept-2005 Presentation to Internet2 & Worldbank 6

Page 7: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Indian Initiatives

Networking, Grid Computing and applications/sectoral domains

• ERNET

• IQNET

• PoC GARUDA

Page 8: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

ERNET: Education & Research Network

Started as a collaborative initiative of 8 Premier Institutions (5 IITs, IISc, NCST, DOE) by Department of Electronics (Now Department of Information Technology), Government of India in 1986 with UNDP funding

• Research and development in computer networking

• Built campus LANs, established WAN (terrestrial and satellite) and first connection from India to Internet (UUNET) in February ’89.

Page 9: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

ERNET: Education & Research Network (Contd…)

Today• 13 Point of presence (POPs) at premier E&R institutions in the country.

• STM-1(155Mbps)Ready Fibre-Optic Backbone

• Satellite Hub in C-band (Bangalore)• Beaming 3 Transponder of 36 MHz• IP Multicasting• Webcasting• Channel for Distance Learning / Video Broadcasting

• Secure Infrastructure • Intrusion Detection Server• Firewall• Intruder Alert Manager• Gateway Antivirus Server• Anti Spam Control • Sniffer

• Lab dedicated to Network education and training.

Page 10: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Internet connectivity being provided by ERNET

• User Base

• 172 Universities (250-300)• 245 R&D Institutions ( ≥ 500)• 52 Engineering colleges (800)• 251 Navodya and Govt Schools• 274 ICAR Institutions• 322 Other educational users/organizations.

• Installed Base

• 559 TDM/TDMA and 77 SCPC and DAMA VSATs• 14 Radio Links and 173 Leased Lines.

Page 11: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

INTERNET connectivity under various schemes

AICTE Net

• Connectivity to AICTE recognized colleges and regional centers. A total of 40 institutions connected. Very Large potential

UGC Infonet

• MOU signed on 4th April 2003

• 152 universities connected over ERNET backbone.- Scalable network

• Multimedia capabilities for video conferencing and distance learning

ICAR Net

• Network to be implemented in two phases.

• A total of 274 institutions have been connected. Network to support applications such as VOIP,IP,FAX, Video conferencing.

NVS Net

• Connectivity provided by VSATS to:

• NVS Head quarters at New Delhi,100 schools have been

Page 12: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

ERNET - Geographical Distribution

Page 13: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Univ. of Jammu

Panjab Univ. Chandigarh

Univ. of Raj.Jaipur

(TIFR,BARC)

IUCAA Pune

CAT Indore

IISC Banglore

IIT Chennai

Univ. of Hyderabad

IOP

Kolkata

IIT GuwahatiAMU

Mumbai

Bhubaneshwar

VECC

IIT Kanpur

(DU)Delhi

Universities / R&D Institutions proposed to be connected in Ist Phase

ERNET PoPs

34 Mbps IPLC

• Multi-Gigabit pan-European Research Network

• Connecting 32 European Countries and

28 NRENs

• Backbone capacity in the range of:

34Mb/s-10Gb/sAT

BE

CH

CY

CZ

HR

HU

IE

IL

GRDE

DK

EE

ES

FI

FR

Austria

Germany

Belgium

Cyprus

Switzerland

Czech Republic

Denmark

Estonia

Finland

Spain

Greece

France IS

IT

LT

LU

LV

MT

NL

NO

PL

PT

RO

SE

SI

SK

Croatia

Hungary

Ireland

Israel

Iceland

Italy

Lithuania

Luxembourg

Netherlands

Latvia

Norway

Malta

Poland

Portugal

Romania

Sweden

Slovenia

Slovakia

TR

UK United Kingdom

Turkey

ERNET Backbone Links

Additional Links Proposed

Page 14: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

IQNET : National QoS Test bed (2005-2007)

• Collaborative effort between C-DAC, ERNET, IITs (Madras, Bombay, Delhi & Kharagpur)

• QoS Test bed for experimenting with research ideas

• Research activities

• Measurement Initiative

• VoIP Initiative

• Policy based QoS Initiative

• Outcomes expected would include

• Providing QoS in the Internet

• Interplay with non QoS networked applications

• Control and Management of QoS in IP networks

Page 15: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

IQNET : Envisaged Connectivity

• Creation of Local test beds connected to the QoS WAN Test bed

• QoS WAN Test bed will overlay on existing ERNET backbone

• QoS test bed traffic and regular ERNET traffic logically separated by running them over two separate VPNs

Mumbai (P)

Pune(P)

Kanpur(6PE)

Kolkata(P)

Univ. of Hyd(6PE)

IIT Chennai (P)

Delhi (P)IIT Delhi

IIT Mumbai

IISC (6PE)

Banglore(P)

IIT Kharagpur

CDAC Banglore

(6PE)

(6PE)

(6PE)

(6PE)

(6PE)

ERNET Delhi

IISC Banglore

IIT Chennai

LAN

LAN

QoS-Net Link

P Provider Router6PE IPv4/IPv6 Enabled

Provider Edge

Backbone Link

MPLS Cloud

LAN

Page 16: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

IQNET : Research Areas in the QoS Testbed

• Development and deployment of technologies and solutions for distance education

• Experiment to provide application QoS by providing priority, RSVP and IntServ architecture

• Non Co-operative and Co-operative Measurement and Characterization

• IP Telephony applications

• Protocol support for Mobile Wireless Endpoints

Page 17: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

IQNET : Applications

• Robotic control applications

• Distributed simulation and CAD conferencing

• Applications end point API support for QoS on IPv6

• Telemedicine and Real Time guided clinical investigations

• Deployment of IPTV, H.323 and SIP based telephony and Content Delivery Network

Page 18: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

IQNET : Status • Measurement Initiative : PingER (Ping End-to-End Reporting)

Collaboration • Associated with SLAC (Stanford University Linear Accelerator Centre) since

May 06, 2004• Internet End-to-end Performance Measurement (IEPM) project to monitor end-

to-end performance of Internet links• Metrics Measured:

• response time (rtt(ms))• variability of the response time both short term (time scale of seconds) and longer, • packet loss percentages• and the lack of reachability;

• Content Distribution Initiative: Planet-lab Collaboration • Experimentations explored • MPLS for Linux is a open source effort to create a set of MPLS signaling protocols and

an MPLS forwarding plane for the Linux operating system • Simulation of MPLS using NS-2

Page 19: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

• Started as a remote node and enhanced to monitoring node (our’s is one of the 37 monitoring nodes across the globe)

• Monitoring 59 IPs across the globe • Sends 100 and 1000 byte icmp packets periodically • Statistics are stored at our location and reports are

generated• SLAC maintains the central database

IQNET : Status (Contd…)

Page 20: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Presentation Outline

• Background• Indian Initiatives• C-DAC & PoC Garuda• Grid Partners• Discussions

06-Sept-2005 Presentation to Internet2 & Worldbank 20

Page 21: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

About C-DAC - I

• 10 Locations

• 14 Labs

• 2000 members

Page 22: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

• High Performance Computing & Grid Computing

• Scientific & Engineering Applications

• Multilingual Computing, AAI, Speech Processing &

• Software Technologies, OSS, Multimedia

• ICT for masses

• Digital Broadband, Wireless Systems &

• Network Technologies

• e-Security Technologies and Services

• Power Electronics, Real-Time Systems &

• Embedded Systems, VLSI/ ANSI Design

• Geomatics, Health Informatics, e-Governance &

• Agri Electronics

• Education & Training &

• e-Learning Technologies & Services

About C-DAC – IIR&D areas

Page 23: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

High Performance ComputingHardware

•Architecture•High-Performance System Design•VLSI Design•System Area Networks (SAN)•Switches•Engineering

Application Software•Scientific & Engineering•Business & Commercial

System Software & Utilities

• Compilers• Libraries• Tools • Benchmarking

Advanced Computing, Marketing and Solutions Group

• HPC Systems & Technology Consultation• Design and Delivery of HPC facilities and

services• End user education and training• Partnering and collaborations

Page 24: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Garuda – Grid Computing

Social Computing with participatory

approach

High Performance Computing

Applications Development High Speed Networks Reconfigurable Computing Testing and Certification HPC Solutions and Training

1991

1994

1998

2002

2007

PARAM Padma

Viable HPC business computing environment

PARAM 10000

Platform for User community to interact/ collaborate

PARAM 8000

Technology Denial MORE

Page 25: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

PeoplePeople

Security

Management

Robustness

Scalability

Inter-operability

Security

Management

Robustness

Scalability

Inter-operability

Contents : Data

Engineering, Data

Management

Contents : Data

Engineering, Data

Management

Generic

Applications

& Tools

Generic

Applications

& Tools

Device

Electronics

Device

Electronics

Domain Specific

Applications & Tools

Domain Specific

Applications & Tools

Distributed, Interconnected, Seemless, Multi-vendor

Computing & Resources Fabric:

Hardware, Software, Tools, Data, Instruments

Distributed, Interconnected, Seemless, Multi-vendor

Computing & Resources Fabric:

Hardware, Software, Tools, Data, Instruments

Wireless Wireline

Gadgets (Sensors, ……)Gadgets (Sensors, ……)

Vision of Grid Computing

Page 26: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Indian Grid Computing Initiative

Proof of Concept (PoC) GARUDA phase

• Precursor to the National Grid Computing Initiative (GRID Garuda)

• Project Duration of 12 months (April 2005 upto March 2006), starting with Networking Fabric in Collaboration with ERNET, India

• Major Deliverables• Technology Development & Research in Grid Computing• Nation-wide high-speed communication fabric• Grid Resources• Deployment of Select applications of National Importance• Grid Strategic User Group

• Implemented by C-DAC

Page 27: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Proof of Concept (PoC) GARUDA phase (Contd..)

• 17 locations till date, 100 Mbps connections with MPLS backbone, configured for peak load of 2.48 Gbps

• Planned for multidiscipline academic, research and Engineering applications with some visible demonstratable applications to trigger progression to main phase (Disaster Management and Bioinformatics)

• Teraflops of Computing power (including existing 1 Teraflop with C-DAC and planned 5 Teraflops early next year), 100s of terabytes data from various Institutions made available to Grid Parteners Community

• Intended to migrate smoothly to the main Grid Project from 2006, to target/address to variety of sectors from basic sciences to major applications

Indian Grid Computing Initiative

Page 28: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

GRID GARUDA PoC Components

• Technology Development and Research• Communication Fabric• Computational Resources• Applications

Page 29: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Technology Development & Research

• Technology Deliverables : • Architecture & Deployment, • Grid Access Mechanisms, • Application Frameworks, • Problem Solving & Program

Development Environments, • Grid Middleware and Security, • Grid Management and Monitoring

• Achievements so far : • Research Initiatives of Integrated Development

Environments, • Resource Brokers & Meta Schedulers, Mobile Agent

Framework, • Semantic Grid Services (with MIT Chennai)

Page 30: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Communication Fabric

• An ultra-high speed multi services communication fabric connecting across 17 cities in the country to be deployed jointly by C-DAC & ERNET.

• Ethernet based High Bandwidth capacity, Scalable over entire geographic area with High levels of reliability, fault tolerance and redundancy.

• Current progress: L2 VPN at 100 Mbps Connectivity between C-DAC, Pune and C-DAC, Bangalore.

Page 31: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Module and Cities

Module I Pune, Bangalore, Delhi, Kolkata, Chennai, Ahmedabad, Mumbai, Hyderabad

Module II Roorke, Guwahati, Kharagpur, Thiruvananthapuram, Kanpur

Module III Allahabad, Chandigarh, Lucknow, Varanasi

Page 32: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Grid Resources

• Objective is to Provide heterogeneous resources in the Grid including Compute, Data, Software and Scientific Instruments Deploy Test facilitates for Grid related research and development activities

• Deliverables Grid enablement of C-DAC resources at Bangalore and Pune, Aggregation of Partner Resources Setting up of PoC Test Bed and Grid Labs at Bangalore, Pune, Hyderabad and Chennai

• Aggregation of Resources: Prospective partners for grid resources have been identified & Finalization of specific details under progress

• Setting up of PoC Test Bed & Grid Labs: Grid Lab equipment has been received and testing under progress, C-DAC to also set up a grid lab at SAC, Ahmedabad

Page 33: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Applications of Importance for PoC Garuda

• Objective: Enable applications of national importance.

• TeraScale Applications• Weather and Climate modeling• Seismic Data processing• Computational Fluid Dynamics• Structural Mechanics• Basic Sciences

• Grid-enabled Applications• Bioinformatics• Disaster Management• Data Integration & Sharing• Earthquake Research• Cryptanalysis

PARAM Padma

at Bangalore

ASAR flight data transmission

from nearby Airport

S A CAhmedabad

at Pune

User Agencies

GRID Communication

Fabric

High Speed

CommnUser

Agencies

Disaster Management Application on Garuda

Page 34: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1
Page 35: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Presentation Outline

• Background• Indian Initiatives• C-DAC & PoC Garuda• Grid Partners• Discussions

06-Sept-2005 Presentation to Internet2 & Worldbank 35

Page 36: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Collaborators & Partners : PoC Garuda

Research Labs– National Chemical Laboratory, Pune– Bhabha Atomic Research Centre, Mumbai– Space Applications Centre, Ahmedabad– Institute for Plasma Research, Ahmedabad– Physical Research Laboratory, Ahmedabad– Saha Institute of Nuclear Physics / Variable

Energy Cyclotron Centre, Chennai– Regional Cancer Centre, Chennai– Vikram Sarabhai Space Centre, Chennai

Institutions– Jawaharlal Nehru Centre for Advanced Scientific

Research, Bangalore– Indian Institute of Astrophysics, Pune– National Center for Radio Astrophysics, Pune– Centre for DNA Fingerprinting and Diagnostics– Institute of Mathematical Sciences, Chennai– Institute of Microbial Technology, Chandigarh– Harish-Chandra Research Institute, Allahabad– Bhabha Atomic Research Centre, Mumbai– Central Drug Research Institute, Lucknow– Sanjay Gandhi Post Graduate Institute of Medical

Sciences, Lucknow

Government Collaborators– ERNET India

C-DAC Centers (10 Locations)– Centre for Development of Advanced Computing at :-

– Pune, – Bangalore, – Delhi, – Hyderabad, – Mumbai, – Chennai, – Kolkata, – Mohali, – Noida, – Thiruvananthpuram

Academia– Indian Institute of Science, Bangalore– Madras Institute of Technology, Chennai– University of Pune, Pune– Central University, Hyderabad– Indian Institute of Technology at :-

– Kharagpur– Kanpur– Delhi – Mumbai – Chennai & – Guwahati

– Guwahati University, Guwahati– Motilal Nehru National Institute of Technology,

Allahabad– Jawaharlal Nehru University, Delhi– Institute of Technology, Banaras Hindu University,

Varanasi

Page 37: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

PoC GARUDA Collaborations - In place..

• SAC, Ahmedabad : Collaboration on Disaster Management and Grid Middleware

• Indian Institute of Science, Bangalore : Collaboration with Centre for Atmospheric and Oceanic Sciences (CAOS) Department for Simulations on GRID Garuda with coupled atmosphere-ocean-land model

• MIT, Chennai : Collaboration on Grid Middleware Development, Development of Front End Tools for Grid Services

• IIT, Mumbai: Collaboration & MoU for porting of CFD solution

• University of Pune : In application Areas of Quantum Chemistry, Materials Modeling, Bioinformatics

• NCL, Pune : Collaboration in the field of Multi-scale Modeling & Simulation, Large-scale Data Analysis & Mining, HPC & Grid Tools

Page 38: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Where we stand..

• Grid Computing and High Speed Networking: Main Phase of C-DAC’s Grid Computing project connecting major 200+ Universities, major 300+ R&D/S&T Labs with a backbone of 10+ Gbps, international connectivity of 10 Gbps, 50+ teraflops of computing power, petaflops of storage, major mission and sectoral applications

• Planned collaboration in areas of Application, Middleware and Mission Critical Use for Institutions/Industrial R & D units/labs to the above, with dependable, consistent, pervasive, secure and inexpensive access to computational resources

06-Sept-2005 Presentation to Internet2 & Worldbank 38

Page 39: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Mausam GRID

Indian

Page 40: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Coupled GCM-RCM Simulations on Mausam GRID

Advantages:

i) General Circulation Models (GCM’s) and Regional Climate Models (RCM’s) can run on machines that are physically distributed

ii) Both the models need not be ported to the same platforms

iii) The models can be owned by different organizations

Page 41: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Mausam GRID

Application Drivers:

i) Monsoon Forecasting using GCM

ii) Monsoon Rainfall Downscaling using coupled atmosphere-ocean system

iii) Extended range monsoon prediction – multimodel simulations data grid

iv) Coupled regional atmosphere-air quality models

Page 42: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Grid Computing for Bioinformatics

More than 276 genomes have been sequenced and genome sequencing of 1220 organisms are at various levels of completion.

Information retrieved from genome data can prove invaluable for pharmaceutical industries, for in silico drug target identification and new drug discovery.

The enormity of data and complexity of algorithms make the above tasks computationally demanding, necessitating the effective use of computational resources beyond those available to researchers at a single location

Grid technologies enable sharing of bioinformatics data from different sites by creating a virtual organization of the data.

Page 43: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

Main Features - • This will connect all the major Earthquake

Engineering centers and some identified high performance computer centers of India with high speed network.

• This will maintain a database of the digital earthquake data from different earthquake observatories and experimental results from Earthquake laboratories.

• This will host all the standard software those are necessary to analyze, process and visualize earthquake data.

• Earthquake researchers from remote places can access this facility through web browsers.

• The algorithms developed by the EE researchers will also be plugged into this facility and make it available to the other researchers.

Data Server

Internet

User

-2

User

-3

Use

r-1

User

-4

Software Server

Compute nodes

Compute nodes

Earthquake Observatory

EE Labs

Earthquake Research Grid

Page 44: GARUDA : A National Initiative of Government of India in Grid Computing S. Ramakrishnan ramki@cdac.in Welcome 1

www.cdac.in

Advanced Computing for Human Advancement

Thank You!

06-Sept-2005 Presentation to Internet2 & Worldbank 44