BroiI帥 ... · Keyw0rdsSensornetwork・Mailsystem・Broiler岩house environmentmonitoringsystem...

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Keyw0rdsSensornetwork・Mailsystem・Broiler岩house environmentmonitoringsystem ArtifLifeRobotics(2008)13:264-270 DOI10.1007/s10015..008-0570-0 ◎ISAROB2008 牢==令”_ 、ー AyahikoNiimi・MasaakiWada・KeiIto・Mas我shiIbda Kats皿、⑪riHa⑬mka・Osam皿Konishi BroiI帥houseenvir0nmentmonitoringsystemusingsensornetworkandmaiI deIiveⅣsystem Receivedandaccepted:July16,2008 Recentlyうwecanobtainvariousdataeasilybyahighpe韮 formanceofcomputerandthelntemet,Dataminingthat extractedsignificantknowledgefromalargeamountofdata becomepopular・Thetechniqueforapplyingdataminingto textinformationsuchasWebpageisdevelopedrecently thoughthedatastoredindatabaseswastargetedinnormal datalmning、Inthelntemet,varioustimeseriesdatacanbe obtained、Fbrinstance,theimagedataoftheweathersatel‐ liteandthedataofvarioussensorscanbeobtained、The featureofthesedataiscontinuousdatainthetimeseries・ Thetechniqueswhichapplieddataminingfromdatabases areusedfortimeseriesdata,butsometechniqueswere improvedfortimeseriesdata・ Thedigitalmeasurementsofthetemperatureandhumid‐ ityウetc・becomepossible,andconnectingthesystemthat acquiredthemeasureddataonthenetworkbecomespos‐ sible・However,therearemanymeasurementsystemswhich arerichsystemsthatareusedsensorsonPCorwhichare cheapmlcrocomputersystemsthatneedtoconstructa specialnetworkforthesensornetwork、Weproposethe sensornetworksystemusingthemicrocomputerboardthat canconnecttothelntemet.'Ihisproposedsystemcan acquireinfOrmationfromthesensorofthemicrocomputer grouparrangedonthenetwork,andcanvlewcollected infoTmationonWebbrowser・ InKES2006,'itwasshowntobeabletoconstructeasily themicrocomputer,ssensornetworkwhichwascombined microcomputermodules(MicroCube)andthedatabase serverandtheWebapplicationserver・Thesystemthat measuredtheroomtemperatureinschoolcampuswascon‐ structed,ithasrunforabouttwoyears,andtheeffective‐ nessisverified. ’Iheresearchofecopic2'3issimilartothisresearch,The ecopicresearchhasaimedtheconstructionofecopicofthe Abstractlnthispaper,weproposethesystemthatcom- binesthesensornetworkwiththemaildeliverysystemto constructthesystemthatobservesanenvironmentalchange ofthebroile藍house.Asaresultofhearingoftheproducer, theenvlronmentsystemneedstoabletobeobservedsome broile藍houses,toinspectthesummarydatafromthecel- lularphone,andtotransmitthewamingmailinarapid temperaturechange、Abasicpartofthesystemisasensor networkbythesensormodulethatwedeveloped、Onlythe sensormodulesareputintheeachbroile垂house,andthe networkbywirelessLANcommunicationisconstructed, becausethesystemneedstowatchoftwoormorebroile野 houses,anditisdifiiculttosetupalarge-scalesystematthe broiler岩house、Thealways-connectedhigh-speedlntemetis preferabletoaccumulate,toprocessdata,andtoofferitto theuserinacomprehensiblefOrm・But,itisdifficulttobuild always-connectedhigh-speedlntemetatthechickenfarm whichisusedbyexperiment.'Iheserverissetupinthe remoteplaCe,andweproposethesystemthatdeliversdata fromthechickenfarmwithmail・Theverificationofthe effectivenessoftheproposedsystemandtheproblemare examinedbyactuallysettingupthesystemthatproposesit inthebroⅡ“house,andoperatingit. lIntmduction nlisworkwaspresentedinpartatthel3thlntemationalSymposium onArtifcialLifeandRobotics,Oita,Japan,January31-氏bruary21 2008 A、Niimi(函) DepartmentofMediaArchitecture,FutureUniversity-Hakodate, 116-2Kamedanakano-cho,Hakodate,HokkaidoO41-8655,Japan e-mail:niimi@fun、acjp MWada CollaborativeResearchCenter,FutureUniversity-Hakodate, Hakodate K・Ito.M・Tbda Depal・tmentofMediaArchitecture,FutureUniversity-Hakodate K・Hatfmaka DepartmentoflntemationalBio-BusinessStudies,TbkyoUniversity ofAgricmture,'Ibkyo,Japan 0.Konishi DepartmentofComplexSystems,FutureUniversity-Hakodate ■JIIJIIl ORIGINALARTICLE

Transcript of BroiI帥 ... · Keyw0rdsSensornetwork・Mailsystem・Broiler岩house environmentmonitoringsystem...

Page 1: BroiI帥 ... · Keyw0rdsSensornetwork・Mailsystem・Broiler岩house environmentmonitoringsystem ArtifLifeRobotics(2008)13:264-270 DOI10.1007/s10015..008-0570-0

Keyw0rdsSensornetwork・Mailsystem・Broiler岩houseenvironmentmonitoringsystem

ArtifLifeRobotics(2008)13:264-270DOI10.1007/s10015..008-0570-0

◎ISAROB2008

牢==令”_、ー

AyahikoNiimi・MasaakiWada・KeiIto・Mas我shiIbdaKats皿、⑪riHa⑬mka・Osam皿Konishi

BroiI帥houseenvir0nmentmonitoringsystemusingsensornetworkandmaiI

deIiveⅣsystem

Receivedandaccepted:July16,2008

Recentlyうwecanobtainvariousdataeasilybyahighpe韮formanceofcomputerandthelntemet,Dataminingthatextractedsignificantknowledgefromalargeamountofdatabecomepopular・ThetechniqueforapplyingdataminingtotextinformationsuchasWebpageisdevelopedrecentlythoughthedatastoredindatabaseswastargetedinnormaldatalmning、Inthelntemet,varioustimeseriesdatacanbeobtained、Fbrinstance,theimagedataoftheweathersatel‐liteandthedataofvarioussensorscanbeobtained、The

featureofthesedataiscontinuousdatainthetimeseries・

Thetechniqueswhichapplieddataminingfromdatabasesareusedfortimeseriesdata,butsometechniqueswereimprovedfortimeseriesdata・

Thedigitalmeasurementsofthetemperatureandhumid‐ityウetc・becomepossible,andconnectingthesystemthatacquiredthemeasureddataonthenetworkbecomespos‐sible・However,therearemanymeasurementsystemswhich

arerichsystemsthatareusedsensorsonPCorwhicharecheapmlcrocomputersystemsthatneedtoconstructaspecialnetworkforthesensornetwork、Weproposethesensornetworksystemusingthemicrocomputerboardthatcanconnecttothelntemet.'IhisproposedsystemcanacquireinfOrmationfromthesensorofthemicrocomputergrouparrangedonthenetwork,andcanvlewcollectedinfoTmationonWebbrowser・

InKES2006,'itwasshowntobeabletoconstructeasilythemicrocomputer,ssensornetworkwhichwascombinedmicrocomputermodules(MicroCube)andthedatabaseserverandtheWebapplicationserver・Thesystemthatmeasuredtheroomtemperatureinschoolcampuswascon‐structed,ithasrunforabouttwoyears,andtheeffective‐nessisverified.

’Iheresearchofecopic2'3issimilartothisresearch,Theecopicresearchhasaimedtheconstructionofecopicofthe

Abstractlnthispaper,weproposethesystemthatcom-binesthesensornetworkwiththemaildeliverysystemto

constructthesystemthatobservesanenvironmentalchangeofthebroile藍house.Asaresultofhearingoftheproducer,theenvlronmentsystemneedstoabletobeobservedsomebroile藍houses,toinspectthesummarydatafromthecel-

lularphone,andtotransmitthewamingmailinarapidtemperaturechange、Abasicpartofthesystemisasensornetworkbythesensormodulethatwedeveloped、Onlythesensormodulesareputintheeachbroile垂house,andthenetworkbywirelessLANcommunicationisconstructed,becausethesystemneedstowatchoftwoormorebroile野houses,anditisdifiiculttosetupalarge-scalesystematthebroiler岩house、Thealways-connectedhigh-speedlntemetispreferabletoaccumulate,toprocessdata,andtoofferittotheuserinacomprehensiblefOrm・But,itisdifficulttobuildalways-connectedhigh-speedlntemetatthechickenfarmwhichisusedbyexperiment.'IheserverissetupintheremoteplaCe,andweproposethesystemthatdeliversdatafromthechickenfarmwithmail・Theverificationofthe

effectivenessoftheproposedsystemandtheproblemareexaminedbyactuallysettingupthesystemthatproposesitinthebroⅡ“house,andoperatingit.

lIntmduction

nlisworkwaspresentedinpartatthel3thlntemationalSymposiumonArtifcialLifeandRobotics,Oita,Japan,January31-氏bruary212008

A、Niimi(函)DepartmentofMediaArchitecture,FutureUniversity-Hakodate,116-2Kamedanakano-cho,Hakodate,HokkaidoO41-8655,Japane-mail:niimi@fun、acjp

MWada

CollaborativeResearchCenter,FutureUniversity-Hakodate,Hakodate

K・Ito.M・Tbda

Depal・tmentofMediaArchitecture,FutureUniversity-Hakodate

K・Hatfmaka

DepartmentoflntemationalBio-BusinessStudies,TbkyoUniversityofAgricmture,'Ibkyo,Japan

0.Konishi

DepartmentofComplexSystems,FutureUniversity-Hakodate

』■JIIJIIl

ORIGINALARTICLE

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CPUboardfOrbatteryoperationSameforgeneralpurpose(seeHg2)SameforControⅡerAreaNetwork(CAN)

ExtensionboardfOrEthemetConnection(seeFig.3)SameforCompactFlashslotSameforstoragedevicesSameforanalog/digitalIOSamefor4-portserialinterfaceSameforwirelesscommunicationSameforPCMCIAslot

265

nblel・LineupoftheCPUandextensionboardsofmicrocube

11

BoardName Fbatures

TheMicroCubeisaboardcomputerandiscomposedofseveralstackableboards、9''0]Figurelisaphotoshowingone

’H8B048BV

H8/3069

H8s/2638

LAN

CF

IDE

ADIO

COM4

RF

PCMCTA

2Sensorm⑪。ⅡI②

2.10utlineofmicrocube

weatherobservingsystemthatcanmakeiteasilybyuser‘OurproposedsystemhasaimofimprovingtheextendibilitybyusingMicroCubethatisgeneralitymodule.

’IherearealotofresearchesaboutMOTEwhichisthe

wirelesssensornetworkplathome,andmiddlewarethattreatsthesensornetworkasadatabaseisresearched、4~6The

queryprocessingsystemcauedTinyDB7thatmnson'IinyOS8whichiscompactOSforthewirelesssensorequip‐ment(MOTE)wereproposed、Alotofsensornodesareneededtoconstmctthesystemthatcoverstheentireuni‐

versitybythewirelesssensornetwork・Whenthesystemthatcoversthecampusisconstructed,constructingitwithsmaUnumberofsensornodesinusingthewirednetworkattheschoolbecomespossibleintheproposedsystem・

Inthispaper,weproposethesystemthatcombinesthesensornetworkwiththemaildeliverysystemtoconstructthesystemthatobservesanenvironmentalchangeofthebroilerLhouse.Asaresultofhearingoftheproducer,theenvironmentsystemneedstoabletobeobservedsomebroile垂houses,toinspectthesummarydatafromthecel‐lularphone,andtotransmitthewamingmailinarapidtemperaturechange、Thevenficationoftheeffectivenessof

theproposedsystemandtheproblemareexaminedbyactuanysettingupthesystemthatproposesitinthebroile野house,andoperatingit・

Chapter2describesthesensormoduleusingMicroCube,Chapter3describesthecompositionofthesensornetwoIkasserve形clUentsystem・Wedescribetheinstalla-tionofMicroCube,theserverandtheclientandthetech-

niqueofcollectingandviewingdata、Chapter4describestheproposedsensorsystemwithMicroCubeandmail

deliverysystem、Inchapter5,wedescribeconstructionofourproposedsystem,anddiscussabouttheproblemwhenconstructingsensornetwork,Section6describesconclusionandenhancinginafUture.

ofthecombinationsofstackedMicroCube.'Ihespeciiica‐tionsoftheCPUandextensionboardsareSummaTizedin

Thblel・IthasaCPUboardwithaRENESASH8CPU

andaTCP/IPProtocolstack、Stackableboardscanvaryasfollows:EthernetLANboard,compactflashboard・PCMCIAboard,serialboard(RS232CandRS422)andsoon.(someboardsshowninFigs、2,3).Sincethedifferentcombinationsofstackableboardsmakeaseamlessconnec‐

tionwiththesensors,userscanstructureanadhocsensor

networkveryeasilymogetsensorinformationthroughthelntemet,HTrPisalsoemployedsothatusercangetdataviaastandardWebbrowser.

Fig.1.Photoofastackedmicrocube

TheMicroCubeusedinthesystemtogettheinformationofroomconditioniscomposedoftheH8/3069CPUboard,LANboard,andspecialsensorboard・Thespecialsensorboardisutilizedtheboardusedoftheprogrammmgprac‐ticeclassinFutureUniversity-Hakodate.('Ihesensorboardisshownin]Fig.1)FutureUniversity-Hakodatehastheprogrammmgpracticeclasswiththemicrocomputerandassemblerlanguage,as‘‘MediaArchitecturePracticell,'、ThespecialboardfOrMicroCubewasdesignedfbritspracticeclass,Thepushswitch,thethermallysensitiveresis‐tor(temperaturesensor),andCdSsensor(opticalsensol)

2.21nstrumentationofthepresentsystem

Inthissection,wedescribeproposedsensormodule.

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副Outer

Fig.4.Sensorboard

266

WebEDB/WebFig.2.CPUboard 一面躍り§

弓rowserServer

I||川I’

mIcromIcro

ロ|倍

四。届

3NetworkconfigurationwithMicr0Cube

Cube Cube

wereattachedonthisboardasaninput、Moreover,four

digitsseven-segmentsLEDandfourtwo-colorLEDwereattachedasanoutput、Becauseanaccuratetemperaturemeasurementusingthethermallysensitiveresistorisdifii雪cult,adigitalsensorisaddedinthisboardforourexperi‐ment・Humiditycanbealsomeasuredinthisdigitalsensor‘Onlythetemperaturedataisacquiredthisexperimentthoughsomesensorsareattachedontheboard.'Iheexchangeandtheadditionofthesensorcanbeeasilydonebyexchangingthesensorboards(Fig.4).

Thesensornetworkthatmeasuredtheroomtemperature

inschoolcampuswasconstructedbyusingthemicrocom‐puterthatexplainedinChapter2、Figure5showsthecom‐positionoftheconstmctedsensornetworksystem、'1his

Tbconfirmthemeasurementdataeasily;themeasured

datawasdisplayedinseven-segmentsLED、Moreover,datacanbegotbyHTTPthoughthenetwork・Whenonlyonesensormoduleruns,theusercandisplayapresenttempera-turewhentheuseraccessesitusingWebbrowser.

! Fig.5.Networkconnguration

Fig.3.LANboard

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OffTceSenFer

267

血ble2・Softwareusedinthewebdatabaseserver

weakinthechangeofenvironment,andthesensornetworkisneededinthechickenfarm

lnthispaper,weproposethesystemthatcombinesthesensornetworkwithamaildeliverysystemtoconstructthesystemthatobservesanenvironmentalchangeofthebroile垂house・Asaresultofhearingoftheproducer,theenvironmentsystemneedstoabletobeobservedsomebroile垂houses,toinspectthesummarydatafromthecel‐lularphone,andtotransmitthewamlngmailinarapidtemperatureChange,Pigure6showsthecompositionoftheconstructedsensornetworksystemwithamaildeliverysystem、

Abasicpartofthesystemisasensornetworkbythesensormodulethatwedeveloped、Onlythesensormodulesareputintheeachbroile垂house,andthenetworkbywire‐lessLANcommunicationisconstructed,becausethesystemneedstowatchoftwoormorebroile垂houses,anditisdifL

ficulttosetupalarge-scalesystematthebroile垂house・

Figure7showsthesensormodulewhichisputinaplasticcasefordust-proofandthedrip-proofTheserverisputontheoffice・ItwasunderstoodthatthetransmissionpowerwasinsufficientinusualwirelessLANequipmentbecausetheofnceandthebroile趣ousehadthedistance(over80m),thenweusedtheequipmentofwirelessLANof

l‐

DJ罰百SeIverSoftwaTeSystem M⑥biIePho醐巳

局ロ■■

、■ロ

■■■

Weapplytheknow-howofproposedsystemconstructiontooperateofthesysteminafieldenvironment・Inthispaper,wediscussanenvironmentalmonitoringsystemof

thebroile碓house、Itisnecessarytoobservethetempera‐turechangeinthebroilel迄housefOrababybirdwhichis

OS

HrlP

Database

Softwarecodes

RedHatLinuxrelease9

Apache2、0.40PostgreSQL732Tbmcat5、O28andPer158.0

4BmiIer-houseenvimnmentmonitoringsystemIIsingsensornetworkandmaiIdeIiveⅣsystem

WebCョmera

一三盛ニーーnetworkconhgurationisusedforpersonalbuoysystemfor

hshery6''-13‘Iheusedsoftwareisshownbelow(see通ble2).‘Ihe

datastorepartisimplementedbyPerl,andthedatadisplaypartisimplementedbyJSR

ThefOllowingstepsshowsthestepsofthecollectionofdataandthedisplaystoreddata.

Sensers出師旨

Fig.7.Setupsensormodule

Fig.6.Networkconiigurationwithamaildeliverysystem

阜一》

輔鰯:…ー一瞬9W寅剰(a)URLoftheserverisopenedfromaWebbrowser.(b)JSPaccessesthedatabase.(c)Necessarydataisacquiredfi・omthedatabase,(d)Theresultisprocessedtothegraphanddisplayediton

abrowser.

’IheMicroCubearrangedinschoolisconnectedwithcampusnetwork(LAN).ThedataofeachsensormoduleisacqUiredwiththeserversetuponthecampusnetworkatregularintervals,andstoresinthedatabase、Inshoolexp配iment,dataisacquiredfromthesensormoduleeveryten

minutes、TheacquireddataisprocessedwiththeWebapplicationserversetuponthesameserver,andcanbedisplayedfromWebbrowserofPConthecampusnetwolk

Atfirst,MicroCubeconnectedtocampusnetworkbyarrangingitintherouterbecausetherouterhadnotbeenexceededinLANofthemicrocube・Afterwards,connect‐

ingMicroCubetothecampusnetworkevenifwemodifiedtheprogram,andtherouterisnotsetupbecamepossiblesothattherouterwasexceeded.

3.1Datastorage

(a)ThePerlscriptaccessestoURLofMicroCube.(b)MicroCuberetumsthemeasurementresultbyHTML

fOrmat.

(c)HTMLisparsed,andnecessarydataispreservedinthedatabage.

jE,§

”3.2Databrowse

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--

pIa配Iastmin『旧xan理

1011H⑪14.B己n51BL1

10理1且11s.垂an31週-3

I"告

表示期間二過去 週間⑪

耐9.8.SetuPwirelessLAN

み一 ●

最終計測:望O〔〕M11向9岨溌Fig.10.Screenshotoflistview■■

268

Theverificationoftheeffectivenessoftheproposedsystemandtheproblemareexaminedbyactuallysettingupthesystemthatproposesitinthebroile垂house,andoperat-ingit・

Intheexperiment,weconstructthebroile好houseenvi‐ronmentmonitoringsystemwhichcontainsthesensormodulesarrangedinthebroile野houses,sensornetworktobringtogethersensorinformationinthechickenfarmand

totransmitittotheserverbymail,andtheservertoinspectfromthecellularphoneandtotransmitthewamingmailaboutarapidtemperaturechange、

ThesystemthatexplainedinChapter4wasactuallyconstructed・ThesystemisconstructedinNovember,2007,anditisrunningnow・

Somedatadisplayexamplesareshownasfbuows.(SeeHgs、10-11)ThedisplayedvolumeofinformationwasdecreasedfortheoutputforthecelluarphoneanditdeviseditasseeneasilybTheoutputoflistviewandgraphviewaremutuallyswitched、Theelectricwavesituationofthecelluarphonewasbad,thenitwasnotpossibletocommunicatebythecelluarphoneofapartofcareerintheoffice.

]Figurel2showsoneexampleoftemperatureoutput、Itwasabletobeconfirmedthatthechangelnarapidroom

temperatureforashorttimehadoccurredfromHg、12withconsiderablefrequency,Becauseitisdifncultinapresentnetworkenvironmenttowamofthetemperaturechangeinashorttime,ithasbeenunderstoodtohavetoincrease

networkconnectionstocorrespondtoarapidtemperaturechangeinashorttime、

BecausedatabegantocoⅡect,temperaturedataissched‐uledtobeanalyzedinthefUture.

J1

theserverforthetotalputontheremoteplace.'Iheaccu-mulationdatacanbereferredtobyputtingtheserverontheremoteplaceregardlessofthecommunicationenvlron‐mentoftheoffice、Becausetheserverwasputontheremote

place,itispossiblethatwamingtoarapidtemperaturechangeslows.Inthisexperlment,weconsideredaboutpro‐ducer'scommunicationfeeandtheeasinessoftheserver

installation.

.嘩癌””旬細争

腿1

5日《perimemtaIresuIts画 と

Fig.8.WirelessLANequipmentwasabletobeusedtosetuptheWebcamera,andpeopleintheofncecanconiirmbabybirdsofthebroile吟house.'IheWebcamerawassetupasshowninH9.9.

Thealways-connectedhigh-speedlntemetisPreferabletoaccumulate,toprocessdata,andtoofferittotheuserinacomprehensibleform、But,itisdifficulttobuildalways弓connectedhigh-speedlntemetatthechickenfarmwhichisusedbyexperiment.'IheserverissetupintheremoteplaCe,andweproposethesystemthatdeliversdatafromthechickenfarmwithmail.‘Ihesensordataisaccumulated

intheserversetupintheofiiceeverylOminutes,andtransmittedtotheserverforthetotalwithmaileveryhour‘

Inthisexperiment,theserverconnectedtothelntemetwiththedialupaccesseverytime,UsingdialupaccessandnotePCasofficeserver,itisabletobeconstructedthatthe

systemisabletotransmitmailwhenapowerfailureforashorttimeishappened・

Theaccumulationofdata,makingtheoutputfortheceⅡuarphone,andmakingthewamingmailaredonewith

'。

●19

Fig.9.Setupweb-camera

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吟ナ十+

broiler迄houses,toinspectthesummarydatafromthecel‐lularphone,andtotransmitthewamingmailinarapidtemperaturechange,Abasicpartofthesystemisasensornetworkbythesensormodulethatwedeveloped,OnlythesensormodulesareputintheeaChbroilerhouse,andthenetworkbywirelessLANcommunicationisconstructed,becausethesystemneedstowatchoftwoormorebroilel迄

houses,anditisdifiiculttosetupalarge-scalesystematthebroilelLhouse.'Ihealways-connectedhigh-speedlntemetispreferabletoaccumulate,toprocessdata,andtoofferittotheuserinacomprehensibleform,But,itisdifficulttobuildalways-connectedhigh-speedlntemetatthechickenfarmwhichisusedbyexperiment、Theserverissetupintheremoteplace,andweproposethesystemthatdeliversdatafromthechickenfarmwithmail・

TheverificationoftheeffectivenessoftheproposedsystemandtheproblemareexaminedbyactuaⅡysettingupthesystemthatproposesitinthebroileEhouse,andoperatingit、Intheexperiment,weconstructthebroiler造houseenvironmentmonitoringsystemwhichcontainsthesensormodulesarrangedinthebroiler造houses,sensornetworktobringtogethersensorinformationinthechickenfarmandtotransmitittotheserverbymail,andtheservertoinspectfromthecellularphoneandtotransmitthewammgmailaboutarapidtemperaturechange・

Becausedatabegantocollect,temperaturedataissched‐uledtobeanalyzedinthefUture,Intheanalysisofdata,itisthoughtthatitispossibletorefertoatechniqueofthemnltiagentbase'4''5andananalyticaltechniqueoftheanaly‐sisofthefixedpointobservationdata、'6

WhethertheoperationofalongtermcanbeenduredwillbeexaminedinthefUture,Moreover,thetemperaturechangewamingsystemthatdecreasesnetworkconnectionasmuchaspossibleisscheduledtobedeveloped.

画6

6ConcIusioI1

! lnthispaper,weproposethesystemthatcombinesthesensornetworkwiththemaildeliverysystemtoconstructthesystemthatobservesanenvironmentalchangeofthebroile形house.Asaresultofhearingoftheproducer,theenvironmentsystemneedstoabletobeobservedsome

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MEDIA2005,Proceedings,pp4404-4408

270

grammingLanguagesandOperatingSystems,pp93-104

9.WadaM,HatanakaK,KimuraN,etal(2004)ApplyinganinfO垂mationtechnologyinfishingindustry1.Acquisitionofathreedimensionaltopography(inJapanese).JJpnlnstituteofNaviga‐tionll2:189-198

10.HatanakaK,WadaM,KotakiM(2005)Instrumentationforthemeasurementofshallowseabedtopographybyafishingechosounder.’、:Oceans2005MTS/IEEEConferenceProceedings,OceanlnstrumentationI,ppl-6

1LWadaM,HatanakaK,TbdaM(2006)Compactbuoysystemforscallopcultivationusmgsensornetworktechnologies、In:Proceed‐mgsofOCEANS'06MTS/IEEE-Boston,Aquaculture1,6pagesinCR-ROM

12・WadaM,HatanakaK,TbdaM(2006)Developmentofacompactbuoysystemusingrealtimesensornetworktechnologies・In:Pro‐ceedingoflNSS2006,'IhirdlnternationalConferenceOnNet‐workedSensingSystems,p141

13.WadaM,HatanakaK,TbdaM(2007)Practicaluseofpersonalbuoysystemforfisheryusingsensornetworktechnologies・ImProceedingsofOCEANS2007MrS/IEEEVancouverBCCanada,BuoyTbchnology/Performance,6pagesinCD-ROM

14NiimiA,KonishiO(2003)Dataminingfordistributeddatabaseswithmultiagents,KES'2003.1,:Proceedings,Partll,LectureNotesinArtincialIntelligence2774,Springer,ppl412-1418

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