2 kavita_grid computing_3 [9.1.10] pp6-10
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Grid Computing
Kavita Agrawal
Department of Information Technology, Ajay Kumar Garg Engineering College, P.O. Adhyatmic agar, Gha!ia"ad #$%$$&
'a(ita)$*no(+yahoo.co.in
Grid-computing principles focus on large-scale resource sharing
in distributed systems in a flexible, secure, and coordinated
fashion. This dynamic coordinated sharing results in innovative
applications maing use of high-throughput computing for
dynamic problem solving.
Keywords: Virtual organizations, Grid Security infrastructure
I. IT-ODCTIO
Grid computing i/ applying the re/ource/ of many computer/
in a net0or' to a /ingle pro"lem, al/o at the /ame time to a
/cientific or technical pro"lem that re1uire/ a great num"er of
computer proce//ing cycle/ or acce// to large amount/ of data.
One of the "a/ic re1uirement/ of a grid /y/tem i/ the a"ility to
pro(ide the highle(el 1uality of /er(ice needed for a
/ati/factory u/er e2perience. Thu/, 3o4 (alidation mu/t e2i/t
a/ a "a/ic feature in any grid /y/tem, a/ mea/ured "y the
a(aila"le re/ource metric/. The/e metric/ include re/pon/e
time mea/urement/, aggregated e(ent performance monitoring
and mea/urement/, /ecurity fulfillment, re/ource /cala"ility,a(aila"ility, autonomic feature/, failo(er mechani/m/, and
net0or'ing /er(ice/.
Type/ of grid are
o Computational grid5 Thi/ grid i/ u/ed to allocate
re/ource/ /pecifically for computing po0er .
o 4ca(enging grid/5 It i/ u/e to find and har(e/t
machine cycle/ from idle /er(er/ and de/'top
computer/ for u/e in re/ourceinten/i(e ta/'/.o Data grid/6 It pro(ide a unified interface for all data
repo/itorie/ in an organi!ation, and through 0hichdata can "e 1ueried, managed and /ecured.
II.EED 7O- G-ID CO8PTIG
Current di/tri"uted computing technologie/,
Internet technologie/ addre// communication and
information e2change among computer/ "ut do not
/upport coordinated u/e of re/ource/ at multiple /ite/ for
computation.
Enterpri/e di/tri"uted computing technologie/ /uch a/
CO-9A and Enterpri/e :a(a ena"le re/ource /haring
0ithin a /ingle organi!ation.
The concept that underlie/ the Grid i/ coordinated
re/ource /haring and pro"lem /ol(ing in multiin/titutional (irtual organi!ation/.
The /haring that 0e are concerned 0ith i/
not primarily file e2change "ut direct acce// to
computer/, /oft0are, data and other re/ource/.
Thi/ /haring i/, nece//arily, highly controlled, 0ith
re/ource pro(ider/ and con/umer/ defining clearly and
carefully ju/t 0hat i/ /hared, 0ho i/ allo0ed to /hare, and
the condition/ under 0hich /haring occur/.
III. 9ACKG-OD
The term Grid computingoriginated in the early %&&$/ a/ a
metaphorfor ma'ing computer po0er a/ ea/y to acce// a/ an
electricpo0er gridin Ian 7o/ter and Carl Ke//elman/ /eminal
0or', ;The Grid5 9lueprint for a ne0 computing
Infra/tructure;. CP /ca(enging and (olunteer computing
0ere populari!ed "eginning in %&&< "y di/tri"uted net and
later in %&&& "y 4ETI+home to harne// the po0er of
net0or'ed PC/ 0orld0ide, in order to /ol(e CPinten/i(e
re/earch pro"lem/.
The idea/ of the grid =including tho/e from di/tri"uted
computing, o"ject oriented programming, 0e" /er(ice/ and
other/> 0ere "rought together "y Ian 7o/ter, Carl Ke//elman
and 4te(e Tuec'e, 0idely regarded a/ the ;father/ of the grid.;
They led the effort to create the Glo"u/ Tool'itincorporating
*
http://en.wikipedia.org/wiki/Metaphorhttp://en.wikipedia.org/wiki/Power_gridhttp://en.wikipedia.org/wiki/Volunteer_computinghttp://en.wikipedia.org/wiki/Distributed.nethttp://en.wikipedia.org/wiki/SETI@homehttp://en.wikipedia.org/wiki/SETI@homehttp://en.wikipedia.org/wiki/Ian_Fosterhttp://en.wikipedia.org/wiki/Ian_Fosterhttp://en.wikipedia.org/wiki/Carl_Kesselmanhttp://en.wikipedia.org/wiki/Carl_Kesselmanhttp://en.wikipedia.org/w/index.php?title=Steve_Tuecke&action=edit&redlink=1http://en.wikipedia.org/wiki/Globus_Toolkithttp://en.wikipedia.org/wiki/Globus_Toolkithttp://en.wikipedia.org/wiki/Power_gridhttp://en.wikipedia.org/wiki/Volunteer_computinghttp://en.wikipedia.org/wiki/Distributed.nethttp://en.wikipedia.org/wiki/SETI@homehttp://en.wikipedia.org/wiki/Ian_Fosterhttp://en.wikipedia.org/wiki/Carl_Kesselmanhttp://en.wikipedia.org/w/index.php?title=Steve_Tuecke&action=edit&redlink=1http://en.wikipedia.org/wiki/Globus_Toolkithttp://en.wikipedia.org/wiki/Metaphor -
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not ju/t computation management "ut al/o /torage
management, /ecurity pro(i/ioning, data mo(ement,
monitoring and a tool'it for de(eloping additional /er(ice/
"a/ed on the /ame infra/tructure including agreement
negotiation, notification mechani/m/, trigger /er(ice/ and
information aggregation.
I?. KE@ CO8POET4 O7 G-ID CO8PTIG
-e/ource management5 the grid mu/t "e a0are of
0hat re/ource/ are a(aila"le for different ta/'/.
4ecurity management5 the grid need/ to ta'e care that
only authori!ed u/er/ can acce// and u/e the
a(aila"le re/ource/.
Data management5 data mu/t "e tran/ported,
clean/ed, and proce//ed.
4er(ice/ management5 u/er/ and application/ mu/t "e
a"le to 1uery the grid in an effecti(e and efficient
manner.
?. ?I-TA O-GAIBATIO4
The concept of the ?O i/ the 'ey to grid computing. A virtual
organization=?O> i/ a dynamic group of indi(idual/, group/,
or organi!ation/ 0ho define the condition/ and rule/ for
/haring re/ource/.
All ?O/ /hare /ome characteri/tic/ and i//ue/, including
common concern/ and re1uirement/ that may (ary in /i!e,
/cope, duration, /ociology, and /tructure. The mem"er/ of any
?O negotiate the /haring of re/ource/ "a/ed upon the rule/
and condition/ defined "y the ?O, and the mem"er/ then
/hare the re/ource/ in the ?O/ con/tructed re/ource pool.
A//igning u/er/, re/ource/, and organi!ation/ from different
domain/ to a ?O remain/ one of the 'ey technical challenge/
in grid computing today. Thi/ ta/' include/ the determination
of a definition of re/ource di/co(ery mechani/m/, /uch a/identification and application of appropriate re/ource/haring
method/, /pecification and application of rule/ and condition/
for mem"er a//ignment, /ecurity federation or delegation, and
acce// control among the participant/.
?I. G-ID A-CITECT-E 8ODE
A ne0 architecture model and technology ha/ "een de(eloped
for the e/ta"li/hment and management of cro//organi!ational
re/ource /haring. Thi/ ne0 architecture, called grid
architecture, identifie/ the "a/ic component/ of a grid /y/tem.
7igure %5 Grid Architecture 8odel
The grid architecture define/ the purpo/e and function/ of it/
component/, 0hile indicating ho0 the/e component/ interact
0ith one another. The main focu/ of the architecture i/ on
interopera"ility among re/ource pro(ider/ and u/er/ in order
G-ID CO8PTIG
to e/ta"li/h the /haring relation/hip/. Thi/ interopera"ility, in
turn, nece//itate/ common protocol/ at each layer of the
architectural model, 0hich lead/ to the definition of a gridprotocol architecture.
Thi/ protocol architecture define/ common mechani/m/,
interface/, /chema, and protocol/ at each layer, "y 0hich u/er/
and re/ource/ can negotiate, e/ta"li/h, manage, and /hare
re/ource/. 7igure % /ho0/ the component layer/ of the grid
architecture and the capa"ilitie/ of each layer. Each layer
/hare/ the "eha(ior of the underlying component layer/. The
follo0ing de/cri"e/ the core feature/ of each of the/e
component layer/, /tarting from the "ottom of the /tac' and
mo(ing up0ard.
Fabric layerthe fa"ric layer define/ the interface to
local re/ource/, 0hich may "e /hared. Thi/ include/
computational re/ource/, data /torage, net0or'/,
catalog/, /oft0are module/, and other /y/tem
re/ource/.
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Connectivity layerthe connecti(ity layer define/
the "a/ic communication and authentication
protocol/ re1uired for grid/pecific net0or'ing
/er(ice tran/action/.
esource layerthi/ layer u/e/ the communication
and /ecurity protocol/ =defined "y the connecti(itylayer> to control /ecure negotiation, initiation,
monitoring, accounting, and payment for the /haring
of function/ of indi(idual re/ource/. The re/ource
layer call/ the fa"ric layer function/ to acce// and
control local re/ource/. Thi/ layer only handle/
indi(idual re/ource/, ignoring glo"al /tate/ and
atomic action/ acro// the re/ource collection pool,
0hich are the re/pon/i"ility of the collecti(e layer.
Collective layer0hile the re/ource layer manage/
an indi(idual re/ource, the collecti(e layer i/
re/pon/i"le for all glo"al re/ource management andinteraction 0ith collection/ of re/ource/. Thi/
protocol layer implement/ a 0ide (ariety of /haring
"eha(ior/ u/ing a /mall num"er of re/ourcelayer and
connecti(itylayer protocol/.
!pplication layerthe application layer ena"le/ the
u/e of re/ource/ in a grid en(ironment through
(ariou/ colla"oration and re/ource acce// protocol/.
?II. CO8POET4 O7 G-ID?II. CO8POET4 O7 G-ID
Grid computing con/i/t/ of /e(eral component/ 0hich are
/ho0n in 7igure #5Grid "ortal: Portal pro(ide/ the u/er 0ith an interface to
launch application/.#
Grid Security $nfrastructure %GS$&: It con/i/t/ of #
component/ u/er /ecurity andnode /ecurity. /er /ecurity
pro(ide/ /ingle /ignon, delegation, runany0here
!KG'C ()*+! )F -'C.+))G/,(ol. %, no.%
authentication /er(ice, 0ith /upport for local control o(er
acce// right/ . In node /ecurity, if a proce//or enroll/ in a
dynamic rather than preadmini/tered manner, then an
identification and authentication (alidation mu/t "e performed
"efore the proce//or can actually participate in the grid/0or'. A certificate authority =CA> can "e utili!ed to e/ta"li/h
the identity of the proce//or a/ 0ell a/ the u/er/ of the grid.
7igure # Grid Component/
0ro1er: It pro(ide/ information a"out a(aila"le re/ource/ on
the grid and 0or'ing /tatu/ of the/e re/ource/.
Scheduler: It /et/ rule/ and prioritie/ for routing jo"/ on agrid"a/ed infra/tructure. 4cheduler/ monitor the progre// of
acti(e jo"/ .If jo"/ 0ere to "ecome lo/t due to /y/tem ornet0or' outage/, /cheduler 0ould automatically re/u"mit the
jo" el/e0here. If a jo" appear/ to "e in an infinite loop and
reache/ a ma2imum timeout, then 4uch jo"/ 0ill not "e
re/cheduled.
2ata management 0loc1: It i/ re/pon/i"le for mo(ing file/
and data to (ariou/ node/ 0ithin the grid.
(ob 3anagement 0loc1: It i/ al/o 'no0n a/ grid re/ource
allocation 8anager=G-A8>. It/ function/ include pro(idingthe /er(ice/ to launch a jo" on a particular re/ource chec'ing
the jo"/ /tatu/, retrie(e the re/ult/ 0hen the jo" i/ complete.
It 'eep/ trac' of the re/ource/ a(aila"le to the grid and 0hich
u/er/ are mem"er/ of the grid.
?III. 9EE7IT4 O7 G-ID CO8PTIG
Acce// to a plethora of IT re/ource/5 Compared to
traditional clo/ed or company/pecific computing
en(ironment/, a grid can pro(ide acce// to large
uni(er/e of re/ource/ and po//i"ly to /pecial
e1uipment,
/oft0are and other /er(ice/. 4cala"ility can "e /upported in
term/ of additional 1uantity of /uch re/ource/.
9etter utili!ation of underu/ed re/ource/
In nited 4tate/ there are an e/timated F$$ 8illion
computer/ at an a(erage computing Po0er of FFF 8IP4,
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"ut mo/t Pc/ do nothing for &H of a typical day. Jith
grid computing /cienti/t/ can u/e thi/ computational
po0er to addre// /ome of the mo/t computational
inten/i(e /cientific ta/'/ li'e ne0 drug de/ign/. O2ford
ni(er/ity/ Centre for Computational Drug Di/co(ery/
project that utili!e/ more than one million PC/ to loo' for
a cancer cure. People around the 0orld donate a fe0 CP
cycle/ from their PC/ through ;/creen/a(er time.; The
project e(entually 0ill analy!e F.H "illion molecule/ for
cancerfighting potential. 8ore than H$,$$$ year/ of CP
po0er ="a/ed on a %.H gigahert! chip> ha(e "een put to
0or' /o far.
Increa/ed relia"ility of computing
Grid computing employ/ -AIC =redundant array of
ine2pen/i(e computer/> mechani/m. Jhen a proce//or
fail/ it can "e replaced 0ithout turning theother off.
Paralleli!ation of proce//ing
8any algorithm/"a/ed application/ can "e
partitioned into independent running Lmicrojo"/M. A
grid application can "e thought of a/ an aggregate of
many /maller Lmicrojo"/M, each e2ecuting on a
different proce//or.
-e/ource "alancing
7or application/ that are grid ena"led, the grid
infra/tructure can offer a re/ource "alancing
capa"ility. Thi/ i/ accompanied "y /cheduling grid
jo"/ on proce//or/ 0ith lo0 utili!ation. An
in/tantaneou/ Nunplanned demand pea' can "e
handled "y routing 0or' re1ue/t to relati(ely ideal
proce//or in a grid. If the re/ource/ in the grid are
already fully utili!ed, the lo0e/t priority 0or' "eing
performed on the grid can "e temporarily /u/pended
to ma'e the 0ay for higher priority 0or'.
4implified management of IT re/ource/
Compared to the traditional en(ironment/, it may "e
ea/ier to manage a larger di/per/ed and logically
(irtuali!ed infra/tructure than a plethora ofLindigenou/ /y/tem/. Grid middle0are pro(ide/ a
uniform method to handle heterogeneou/ /y/tem.
I. D-AJ9ACK4 O7 G-ID CO8PTIG
"roprietary approach should be eliminated: eading
(endor/ =e#g. P, I98, and 8icro/oft> all /till approach
i//ue differently and incompati"ly. E2i/ting grid
computing /olution/ tend to "e limited to an indi(idual
(endor/ product/.
TA9E %5 ITE-ATIOA G-ID P-O:ECT4
&
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"arochial focus should be eliminated: 7or e2ample,
I98/ grid computing platform i/ focu/ed primarily on
(irtuali!ing I98 hard0are and data "a/e/. ence if a
firm ha/ a fairly homogenou/ data center =e.g. mainly
u/e/ I98 4er(er/ and I98 data"a/e/> it could "enefit
from the grid computing /olution6 other0i/e it may not.
G-ID CO8PTIG
"erformance to be proven 4monitored: Grid computing
/y/tem/ need proper LpartitioningM =L!oningM>
mechani/m/ to en/ure that an application competing for
computer re/ource/ 0ill not degrade the other
application/ al/o loo'ing for re/ource/.
!G! .EP-O:ECT 7O- G-ID CO8PTIG
The EGEE project "ring/ together e2pert/ from more than H$
countrie/ 0ith the common aim of "uilding on recent
ad(ance/ in Grid technology and de(eloping a /er(ice Grid
infra/tructure 0hich i/ a(aila"le to /cienti/t/ # hour/aday.
The project pro(ide/ re/earcher/ in academia and "u/ine//
0ith acce// to a production le(el Grid infra/tructure,
independent of their geographic location. The EGEE project
al/o focu/e/ on attracting a 0ide range of ne0 u/er/ to the
Grid.
8ain focu/ of thi/ project i/5
To e2pand and optimi/e Europe/ large/t production
Grid infra/tructure, namely EGEE, "y continuou/ operation
of the infra/tructure, /upport for more u/er communitie/, and
addition of further computational and data re/ource/.
To prepare the migration of the e2i/ting production
European Grid from a project"a/ed model to a /u/taina"le
federated infra/tructure "a/ed on ational Grid Initiati(e/ for
multidi/ciplinary u/e.
$nfrastructure
um"er of /ite/ connected to the EGEE
infra/tructure5 #H&
um"er of countrie/ connected to the EGEE
infra/tructure5 H#
um"er of CP/ a(aila"le to u/er/ #N project "egan "y
0or'ing 0ith t0o /cientific group/ igh Energy Phy/ic/
=EP> and 9iomedicine. A/ it ha/ progre//ed into it/ /econd
pha/e it ha/ gro0n to /upport re/earch domain/ in area/ a/
di(er/e a/ multimedia, a/trophy/ic/, archaeology, and
computational chemi/try. -e/earcher/ form ?irtual
Organi/ation/ =?O/>, allo0ing them to colla"orate, to /hare
re/ource/, and to acce// common data/et/ (ia the EGEE Grid
infra/tructure.
"ame #egion $tart !nd
Open 8iddle0are
Infra/tructure In/titute Europe
=O8IIEurope>
Europe 8ay #$$* 8ay #$$
Ena"ling Grid/ for E/cience
=EGEE>Europe 8arch #$$ 8arch #$$*
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II=EGEE II>Europe April #$$* April #$$
D4cience =Di/tri"uted
cola"oratorie/ Infra/tructure on
Grid Ena"led Technology
4cience>
Europe and A/ia
and the Pacific
:anuary
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http://en.wikipedia.org/wiki/OMII-Europehttp://en.wikipedia.org/wiki/OMII-Europehttp://en.wikipedia.org/wiki/EGEEhttp://en.wikipedia.org/w/index.php?title=EGEE_II&action=edit&redlink=1http://en.wikipedia.org/w/index.php?title=EGEE_II&action=edit&redlink=1http://en.wikipedia.org/w/index.php?title=EELA-2&action=edit&redlink=1http://en.wikipedia.org/w/index.php?title=EELA-2&action=edit&redlink=1http://en.wikipedia.org/w/index.php?title=EELA-2&action=edit&redlink=1http://www.gridipedia.eu/http://en.wikipedia.org/wiki/KnowARChttp://en.wikipedia.org/wiki/Nordic_Data_Grid_Facilityhttp://en.wikipedia.org/wiki/Baltic_Stateshttp://en.wikipedia.org/wiki/Baltic_Stateshttp://en.wikipedia.org/wiki/EUFORIA_projecthttp://en.wikipedia.org/wiki/EUFORIA_projecthttp://en.wikipedia.org/wiki/OMII-Europehttp://en.wikipedia.org/wiki/OMII-Europehttp://en.wikipedia.org/wiki/EGEEhttp://en.wikipedia.org/w/index.php?title=EGEE_II&action=edit&redlink=1http://en.wikipedia.org/w/index.php?title=EGEE_II&action=edit&redlink=1http://en.wikipedia.org/w/index.php?title=EELA-2&action=edit&redlink=1http://www.gridipedia.eu/http://en.wikipedia.org/wiki/KnowARChttp://en.wikipedia.org/wiki/Nordic_Data_Grid_Facilityhttp://en.wikipedia.org/wiki/Baltic_Stateshttp://en.wikipedia.org/wiki/Baltic_Stateshttp://en.wikipedia.org/wiki/EUFORIA_projecthttp://en.wikipedia.org/wiki/EUFORIA_project -
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.igh 'nergy "hysics5 The EP community 0a/ one of the
t0o pilot u/er domain/ for EGEE and remain/ a major u/er of
the EGEE infra/tructure, pro(iding (ital input that allo0/
EGEE to en/ure it pro(ide/ a u/erorientated /er(ice. The
original EGEE EP community 0a/ formed from the
e2periment/ of the arge adron Collider =C>, currently
under con/truction at CE- =European Organi!ation for
!KG ()*+! )F -'C.+))G/,(ol. %, no.%
uclear -e/earch> near Gene(a, 40it!erland. The/e four
e2periment/, AICE, ATA4, C84, and C", are
e/timated to produce /ome %H peta"yte/ per year 0hen the
collider /tart/ up in #$$. The/e data 0ill "e managed and
proce//ed u/ing the EGEE infra/tructure.Other international
EP e2periment/ are al/o ma'ing u/e of the EGEE
infra/tructure, including 9a9ar =9 and 9"ar e2periment>,
CD7 =Collider Detector at 7ermila"> and DS e2periment/u/ing particle accelerator/ in the 4A, and the BE4 and %
e2periment/ u/ing the E-A collider at the DE4@ la"oratory
in Germany.
0iomedical !pplications: Application/ in the "iomedical field
ha(e "een included in the EGEE project from the out/et and
are no0 e2ploiting the infra/tructure in a /u/tained production
mode. The "iomedical community "enefit/ from the Grid "y
ena"ling remote colla"oration on /hared data/et/ a/ 0ell a/
carrying out high throughput calculation/. The application/
co(er the field/ of medical imaging, "ioinformatic/, and drugdi/co(ery, 0ith many indi(idual application/ deployed or
"eing ported to the EGEE infra/tructure. The EGEE
infra/tructure/ a"ility to perform the/e large, comple2 ta/'/
(alidate/ it/ u/e a/ a tool in the fight again/t di/ea/e/ /uch a/
malaria and a(ian flu.
!stronomy 5 !strophysics applications:The t0o major ?O/
in thi/ domain, Planc' and 8AGIC, /hare pro"lem/ of
computation in(ol(ing large/cale data ac1ui/ition,
/imulation, data /torage, and data retrie(al. The Planc'
/atellite of the European 4pace Agency =E4A> 0ill "e
launched in #$$ and aim/ to map the micro0a(e /'y 0ith an
unprecedented com"ination of /'y and fre1uency co(erage,
accuracy, /ta"ility and /en/iti(ity. The 8AGIC application
/imulate/ the "eha(iour of air /ho0er/ in the atmo/phere,
originated "y highenergy primary co/mic ray/. The/e
/imulation/ are needed to analy/e the data of the 8AGIC
tele/cope =located in the Canary I/land/> to /tudy the origin
and the propertie/ of highenergy gamma ray/.
'arth Science esearch: Earth 4cience co(er/ a large range of
topic/ related to the earth/ atmo/phere, ocean, cru/t, core and
their interface/ a/ 0ell a/ other planet/ atmo/phere/ and
core/. 7or in/tance, mem"er/ of the E4- ?irtual Organi/ation
ha(e 0or'ed on rapid earth1ua'e analy/i/, helping the
/cientific community "etter under/tand the/e de(a/tating
natural di/a/ter/.
Geophysics: The Geophy/ic/ domain i/ clo/ely related to the
Earth 4cience/ domain and /upport/ EGEODE =E2panding
Geo/cience/ on Demand>, EGEE/ fir/t indu/trial application,
initiated "y the pri(ate company CGG?erita/. It allo0/
academic re/earcher/ to u/e the company/ Geoclu/ter
/oft0are on the EGEE infra/tructure.
Fusion !pplications: The capa"ility of Grid/ for meeting the
need/ of the fu/ion community ha/ "een demon/trated.
4e(eral application/ are already running on the EGEE
infra/tructure5 ma//i(e ray tracing to e/timate the trajectory of
a micro0a(e "eam in pla/ma6 'inetic tran/port and
optimi/ation of /pecial magnetic confinement fu/ion de(ice/
=/tellerator/>.
Computational Chemistry !pplications: The initial and
primary u/er in computational chemi/try i/ the GE84 apriori
molecular /imulator. 4e(eral application/ ha(e already "een
ported to the Grid and ha(e "een run in production to
calculate o"/er(a"le/ for chemical reaction/, /imulate the
molecular dynamic/ of comple2 /y/tem/, and calculate the
electronic /tructure of molecule/, molecular aggregate/,
li1uid/ and /olid/. -ecent 0or' ha/ focu/ed on e2panding the
num"er of /oft0are pac'age/, "oth open/ource and
commercial, a(aila"le on the grid for chemi/t/. A nota"le
/ucce// 0a/ ma'ing the commercial Gau//ian /oft0are
pac'age a(aila"le (ia the LGau//ianM (irtual organi!ation.
Finance 5 3ultimedia applications: The/e t0o ne0e/t
application domain/ are ju/t /tarting out 0ith EGEE. The
multimedia domain i/ currently in te/ting through EGEE/
GIDA Grid te/t "ed. The financial application/ in(ol(e 0or'
0ith the A"du/ 4alam International Centre for Theoretical
%%
-
8/12/2019 2 KAVITA_Grid Computing_3 [9.1.10] Pp6-10
7/7
Phy/ic/, 0hich i/ implementing a national Italian Grid
infra/tructure for financial and economic re/earch.
I. -E7E-ECE4%U 9ro0ne, :.C. LGrid computing a/ applied di/tri"uted computation5 a
graduate /eminar on Internet and Grid computingM, Clu/ter Computingand the Grid, #$$. CCGrid #$$. IEEE Intl 4ympo/ium, %# April
#$$, pp #F& V #H.#U Ir(ing, 86 Taylor, G.6 o"/on and P.MPlug in to Grid ComputingM,
"ower and 'nergy 3agazine, IEEE, ?olume #, I//ue #, 8arApr #$$,
pp $ V .FU $- "rofessional LGrid computing %$%5 0hat/ all the fu// a"outW%,
?olume *, I//ue #, 8archApril #$$, pp #H V FF.
U Dai, @.4.6 ie, 8.6 and Poh, K.. L-elia"ility Analy/i/ of Grid
Computing 4y/tem/M Dependa"le Computing, #$$#. Proceeding/. #$$#
Pacific -im International 4ympo/ium, %*% Dec. #$$#, pp5 &< V %$.
HU A et0or'ing Approach to Grid Computing , pp %%$$, "y Daniel
8inoli, :ohn Jiley X 4on/.
Kavita Agrawal i/ an A//i/tantProfe//or in the Department of
Information Technology, Ajay Kumar
Garg Engineering College,
Gha!ia"ad. 4he recei(ed her 8.Tech=Computer 4cience> degree fromCDAC oida and 9.Tech degree from
IE-T Allaha"ad. 4he 0or'ed a/ a
trainee in 4T 8icroelectronic/ for *
month/. er area/ of intere/t are
-D984, 4oft0are Engineering,O"ject Oriented 4y/tem/ and
Operating 4y/tem/.
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