Availableonlineatwww.sciencedirect.com
Journal of Applied Research and Technology
www.jart.ccadet.unam.mx JournalofAppliedResearchandTechnology14(2016)1–8
Original
Chemical sensor network for pH monitoring
Claudia Manjarrés
a, David Garizado
a, Maria Obregon
a, Natalia Socarras
a, Maria Calle
a,∗, Cecilia Jimenez-Jorquera
baUniversidaddelNorte,Barranquilla,Atlántico,Colombia
bInstitutodeMicroelectrónicadeBarcelona(IMB-CNM),CSIC,CampusUAB,08193Bellaterra,Spain Received23July2015;accepted25January2016
Availableonline20February2016
Abstract
Monitoringofwatersourcesisamajorconcernworldwide.Wirelesssensornetworks(WSN)maybeusedforthismonitoring.However,current systemsemploymainlyphysicalsensorsforvariablessuchastemperature,pressure,humidityandlight.Wirelesschemicalsensorsnetworks (WCSNs)forenvironmentalmonitoringarescarceduetothelackofautonomyofconventionalsensors.ThispaperpresentsresultsofaWCSNfor monitoringpHbasedonionselectivefieldeffecttransistors(ISFETs).Sensingnodesemployahumaninterfacerequiredforinsitucalibrationof chemicalsensors.Unlikemoststudies,ourworkevaluatesthenetworkemployingchemicalmeasurementsandwirelessnetworkmetrics.Results showzeropacketlossesbyusingatimedivisionmultipleaccess(TDMA)protocol.Thenetworkallowswirelesscommunicationwithin300m includingattenuationfrombuildingsandtrees.Therefore,thesystempresentedinthispaperissuitableforlongrangeapplicationswithunobstructed lineofsight.pHmeasurementspresentastandarddeviationbelow1%,showinghighrepeatability.WhencomparedtoacommercialpHmeter, differenceinmeasurementsisbelow5%.Asaconsequence,accuracyisadequatefortheapplication.Measurementsalsopresentedhighstability during3hofcontinuousmeasurement.
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Keywords:Waterresources;Wirelesssensornetwork;TDMA;pH-ISFET;Pseudo-referenceelectrode
1. Introduction
Waterqualityisamajorconcernworldwideduetoincreased demand andpollution.Regulations such as The Clean Water Act(UnitedStates Congress, 1972) inthe UnitedStates and TheWaterFrameworkDirective(EuropeanParliament,2000) inEurope,provideguidelines formonitoringaquaticenviron- ments.Therearedifferentparametersrelatedtowaterquality, suchaspH,dissolvedoxygenandelectricalconductivity(Ding, Cai,Sun,&Chen,2014).Sensortechnologyisrapidlyevolving andtheseparameterscanalreadybemeasuredinfield.However, mostwateranalysesarecarriedoutincentralizedlaboratories basedontheapplicationofconventionalmonitoringtechniques tofield-collectedsamples.
∗Correspondingauthor.
E-mailaddress:[email protected](M.Calle).
PeerReviewundertheresponsibilityofUniversidadNacionalAutónomade México.
Recent advances in micro-nano-systems, microprocessors andlow-powerradiotechnologieshavecreatedlow-cost,low- power,miniaturesensordevices.Thedevicescanbeconnected toform awirelesssensor network(WSN) (Chong&Kumar, 2003),akeyenabling technologytoobservechangesinphys- icalphenomena. The technology islikely toreplace portable instrumentation and data-logging devices requiring a wired connection.Thesedevicesprovidereal-timeinteractionofmon- itoringsystems, especiallyinremote areas. WSNshave been alreadyproposedforapplicationsrelatedtowastewater,surface waterandpipelinemonitoringandrepresentaformidablecan- didateforfulfillingtherequirementsofthoseapplications(Hart
&Martinez,2006).
Currently, the practical application of WSN to chemical analysis for environmental monitoring is scarce (Bonastre, Capella,Ors,&Peris,2012).Mainexamplesemployphysical sensors,suchastemperature,pressure,humidityandlightsen- sors (Crowley,Frisby, Murphy,Roantree,& Diamond, 2005;
Martinez,Hart, &Ong,2004).However,the useof chemical
http://dx.doi.org/10.1016/j.jart.2016.01.003
1665-6423/AllRightsReserved©2016UniversidadNacionalAutónomadeMéxico,CentrodeCienciasAplicadasyDesarrolloTecnológico.Thisisanopenaccess itemdistributedundertheCreativeCommonsCCLicenseBY-NC-ND4.0.
sensorsforinfieldmeasurementsischallengingduetotheinher- entdifficultiesassociatedwithmeasuringchemicalparameters inliquids for longperiods of timeandwithout sensor main- tenance.Maindifficultiesaresensorautonomy,durabilityand responsevariabilityduetotemperatureandotherexternalfac- tors.Therefore,theuseofISFETbasedsensorsispromising, since they exhibit characteristics such as robustness, minia- turization, seamless integration in microsystems, low power consumptionandrapidresponse.
Additionally,wirelesscommunicationsmaybechallenging depending on application and distance between nodes. One examplepresentsatemperaturemonitoringsystemforshellfish catches.Thesystememploys 433MHzradioswithmaximum distanceof10mbetweentransmitterandreceivernodes.How- ever, communication is interrupted when nodes do not have direct line of sight (Crowley et al., 2005). Another example presentsaWSNformeasuringtemperature,humidity,leafwet- ness,rain,solarradiation,windspeedanddirection.Thesystem uses868MHzradioswithlinklenghtsupto7.64km(Mari˜no, Fontan, Dominguez, & Otero, 2010). Both of these systems employproprietarycommunicationprotocols.
In the other hand, there are several examples of WSNs employingstandardcommunicationtechnologies.Kim,Evans, andIversen(2008)presentedasystemformeasuringsoilelec- tricalconductivity, withradio ranges upto 700m employing Bluetooth.Therefore,maximum numberof nodesin thenet- workisseven(Bluetooth-SIG,2004).Anothersystememploys ZigbeeProradiomodulestosendsoilmoistureandtemperature data(Gutierrez,Villa-Medina,Nieto-Garibay,&Porta-Gandara, 2014).However,thereisnoinformationondistancescovered withthenetwork.
All systems mentioned employ communication protocols withfewoptions(ifany)forcustomization.Additionally,allof thememployphysicalsensorsanddonotprovideinformation regarding measurement precisionor wireless network packet reception.
RegardingtheapplicationofWSNtochemicalsensing,asys- temwithopticalsensorsbasedonLEDsandpolymercoatings hasbeen describedfor chemicalplumesdetection(Shepherd, Beirne,Lau,Corcoran,&Diamond,2007).Thestudyshows5 nodeswithinachamberofmaximum2mwide.Otherexamples includesystemsbasedonvoltamperometricsiliconmicroelec- trodesfor cadmium(Yunetal.,2004)andmagnetoelasticpH sensors(Yangetal.,2002),with3mmaximumdistancebetween nodes.Anotherworkdescribestheuseofionselectiveelectrodes (ISE)fornutrientmonitoring(Capella,Bonastre,Ors,&Peris, 2010).Thissystememploys fourteennodesandresults com- pared withstandardtechniques aregood.However, thestudy does not mention the distance betwee nodes. None of these papersprovidequantitativeresultsregardingwirelessnetwork performance.
Thereareseveralexamplesintheliteratureaboutthespecific monitoringapplicationofpHandotherparameters.Thestudy presentedin(López,Go ´mez,Sabater,&Herms,2010)describes pHdetectionanddatatransmissionusingIEEE802.15.4.How- ever,the studydoes notincludeinformationregardingpacket lossoraccuracyofpHmeasurements.Anotherstudydescribes
awirelesssensorsystemformeasuringchlorine,pHandtemper- ature.Thenetworkincludesrepeaters,sensorsandmainnodes, using the 2.4GHz frequency band (Chung, Chen, & Chen, 2011).However,thepaperdoesnotreportonnetworkperfor- mance variablesandaccuracy onchemicalvariable readings.
The work presented in (Cheng, Chou, Sun, Hsiung, &Kao, 2012) uses foursensors (pH, K+,Na+ and Cl−) inthe same node andBluetoothcommunication.The study employsonly onesensornodewithmaximumtransmissiondistanceof10m with99%reliability.AccuracyinpHreadingswas1.3%.The workdescribedinFayetal.(2011)usesionselectiveelectrode (ISE) for pHmeasurements. Thenetworkincludesonetrans- mitterandonereceiver,using amplitudemodulation(AM)at 400MHz frequency band. However, AM has an energy effi- ciencyof33%(Haykin&Moher,2005),consideredverysmall inwirelesscommunications.pHaccuracyinthestudyisbetter than2.6%,butthepaperdoesnotreportresultsonthewireless system.Tothebestofourknowledge,theliteratureemploying Xtendmodemsisscarce.Modemshavebeenusedtotestwireless networkswithnolineofsightlinks(Berdugo,Buchelly,Calle,
&Velez,2012).Thetestincludedamulti-hopnetworkwith86m maximumdistancebetweennodesand1mWtransmitpower.
The purpose of this work is to present a wireless sensor networkdesignedfor afuturepHmonitoringsysteminwater environments.Therefore,thesystemneedstotransmitinforma- tionthroughlongdistances,anditmustprovideawayforinsitu sensorcalibration.TheWCSNincludesthreeIonSensitiveField Effect Transistors (ISFETs) (Hayes, Beirne, King-Tong Lau,
&Diamond,2008;Jimenez-Jorquera,Orozco,&Baldi,2009) devicesandemploysXtendradiomodems(MaxStream,2007) totransmitinformationthroughlongdistances.Communication usesFrequencyShiftKeying(FSK)in900MHzfrequencyband, 1Wmaximumtransmissionpower,andtimedivisionmultiple access (TDMA)protocol.Becauseof thelongrangecommu- nication, allsensingnodes arewithin range of thesink.This paperpresentstheresultsofpHmeasurementandwirelessnet- workperformanceregardingpacketlossesandmaximumradio range,thusprovidinginformationontheactualusabilityofthe application.
2. Systemdescription 2.1. Systemoverview
Thesystemincludesthreesensingnodesdirectlytransmitting toonesink,formingastartopology.Thesystemalsoincludes asoftware interfacefordatavisualization. Fig.1 showsmain systemcomponents.
2.2. Transducers
ISFET sensors were built using conventional microelec- tronic Aluminum gate NMOS technology (Jimenez-Jorquera etal.,2009).Thedevicesareproducedonp-typesiliconwafers withborondopingof1.5×1016cm−3.Thechiphasasizeof 3×3mm2.Thedrainandsourceareasareoftendesignedlong enoughtoavoidmetalcontactsclosetothegatearea,whichis
Sensor
node Sink
Transducer
Sensor node
Transducer
Sensor node
Transducer Software interface
Fig.1.Wirelesschemicalsensornetwork.Startopology.
Fig.2.EncapsulatedISFETinaPCBanddetailofthechip.
exposedtothesolution(Jimenez,Bratov,Abramova,&Baldi, 2006).Fig.2showsthefinalencapsulatedchip.
ISFETsrequireareferenceelectrodetoclosethecircuit.Ini- tialISFETtestsemployedoneAg/AgCldoublejunctionOrion electrode.However, longdistance measurements employed a pseudo-reference electrode based on a gold microelectrode with an electrodeposited film of Ag and a film of AgCl formedbychlorinization(Almeida,AndradesFontes,Jimenez,
&Burdallo,2008).
ISFETresponseisbasedontwocharacteristics:itsbehavior asanelectronicfieldeffectdeviceandthephenomenaoccur- ringatlimitbetweentheelectrolyteandthe insulator.Ionsin thesolutioncreateagatevoltage(VGS)shiftandadraincurrent shift(ID).Thecurrentflowsbetweenthedrainandthesource ofthetransistor.GatevoltagecanmodulateIDtoamplifyvolt- agebetweendrainandsource(VDS)(Artigasetal.,2001).This situationismodeledbyEq.(1)(Bergveld,1986):
ID=μ¯nCoxW L
(VGS−Vth)VDS−VDS2
2
(1)
whereμ¯nisthemobilityofelectronsattheinversionlayer,Cox
isthegateinsulatorcapacitanceperunitarea,Wisthewidthof thechannelandListhelengthofthesamechannel.
ISFETs employed in this work have a linear response of 45–54mV/pHinarangeof 2–10pHvalues.Calibrationpro- cedureemploystwostandardsolutions,selectingfrom4,7and 9pHvalues.TheprocessplacesoneISFETinthefirstselected
Signals from transducers
Conditioning Control
Radio Human interface Power
supply
Fig.3.Generalsensornodearchitecture.Whitearrowsshowinformationflow.
pHsolution,thenwashesitwithdistillatedwater.Finally, the processinsertstheISFETinadifferentpHsolution.Eachnode collectsvoltagesignalsforeachofthetwopHvaluesandcal- culates the slope for a linear fit. After calibration, the node computesanyotherpHvaluebymeasuringthecorresponding voltagesignalandinterpolatingwiththelinearfitparameters.
2.3. Sensornodes
WCSNhaveimportantdifferencescomparedtoWSN.One ofthemiscalibrationrequiredforchemicalsensors.Theprocess isexecutedwithaparticularfrequencytoassuredataprecision forlongtermperiods.Thisworkestablishedamanualcalibra- tion protocol,as afirst approachfor WCSN implementation.
Therefore,eachnoderequiresahumaninterfaceforanoperator toperformcalibrationproceduresandverificationsinsitu.Each nodeisimplementedaccordingtothesensornodearchitecture presentedinFig.3.
Powersupplyemploysa12VDC,4A-hbatteryforthewhole nodeincludingtransducersandtheradio.Voltagelevelforthe nodeisveryimportantsincesignalsgeneratedbyISFETsvary accordingto50mVforpHunit.Therefore,voltagelevelsshould beaspreciseaspossible.Thenodeusesa±5VDCpowersupply.
ISFETsalsorequire±0.5VDC.Thesevalueswereimplemented usingaWilsoncurrentmirrorandadiode.Additionally,ISFETs aresensitivetoelectrostaticdischarges.Inordertoavoiddam- ages,thenodedisconnectsallpowersourceswhentheISFET movesfromonesolutiontoanotherduringcalibrationorsample measurements.
TheconditioningsectioninFig.3includescircuitsforISFET biasingwithconstantcurrentof100AasinValdes-Perezgasga (1990),andforcreatingaDC-leveloffsetof+1.0VtoISFET outputvoltage.Fig.4showsallconditioningelementsrequired forvoltagelevelsbeforeconnectiontotheControlsection.
Control section in Fig. 3 uses aMicrochip PIC 18F4553 microcontroller, with an embedded 12-bit Analog to Digital Converter(ADC).Themicrocontrollerreceivesvoltagesignals accordingtopHvalues.ThesevaluesaretransformedtoASCII charactersrepresentingpHvaluesthatwillbetransmittedevery 10sfromeachnode.Themicrocontrolleralsoimplementsthe communication protocol,by sending informationtothe radio throughRS232interface.Thecommunicationprotocolcanbe modifiedbychangingmicrocontrollerprogramming.Therefore, nodesintheWCSNallowfortestingdifferentprotocolswithout hardwaremodification.
ISFET
R35
3 2
4 5
6 2
Out 5 6
1 1K
1K
+ V19 5 VDC
b a
R34
1K 3
U13 7
V+
V- 1K R32 V18 5 VDC
+
R33
1K Pseudoref.
Electrode
4 – +
2 Out
5 6
1 3
U14
7 TL071/301/Ti V+
V- 4 – + Out
1 V+
7 R31
U15 +0.5 VDC
–0.5 VDC +
+ V20
V21
1K 10K
V- – +
Fig.4.Conditioningsection.Part(a)showsconstantcurrentbiasingcircuit(Valdes-Perezgasga,1990).Part(b)provides+1.0Voffsettothesignal.
Fig.5.OnenodemeasuringpH7.Buttonsallowto:entercalibrationroutine (CAL),selectpHvalues(UP,DOWN)andenterthedesiredvalue(SEL).
Fig.5showshumaninterfacesection,withoneliquidcrystal display(LCD)andfourbuttons. Themicrocontrollerpresents pH values using the LCD, so a user can verify pH mea- surementsinsitu.Additionally,themicrocontrollerguidesthe user while executing calibration procedures by pressing the buttons.
Eachnode has oneswitchfor manually disconnectingthe LCD.Thus,aftercalibration,thenodesavesenergybynotpre- sentinginformationlocally.Nonetheless,allmeasurementsare sentusingtheradio.
Radiosection inFig.3 employs oneXtendradiomodem, bymanufacturerDigi.Theradioworksin900MHzband,FSK modulation,115,200bitpersecond (bps)datarateandmaxi- mum1Wtransmitpower(MaxStream,2007).Therefore,Xtend modemsallow for longrange transmission requiredin water sourcemonitoring.Themodemwasconfiguredwiththe most basicsetup.Hence,therewerenoacknowledgementsorretrans- missions.Themodemdoes,however,detecterrorsviaa16-bit
cyclic redundancycode(CRC).Asaconsequence,Xtenddis- cardsallframesarrivingwitherrors.
Fig.6showsthefinalhardwareimplementation.
2.4. Networkconfiguration
Multi-hop networks require routing algorithms such as Ghaffari(2014).However,theWCSNimplementsastartopol- ogy whereallsensornodesdirectlytransmittothemainnode (sink). Therefore,all nodes are onehop away fromthe final destination, andthe networkdoes not require aroutingalgo- rithm. EventhoughallXtendmodemsallowfortransmission andreception,sensor nodesare programmedfortransmission andthesinkisprogrammedonlyforreception.
The networkimplementsaprotocolbasedintimedivision multipleaccess(TDMA)(Haykin&Moher,2005).Theprotocol assigns eachnodeaparticulartimetosend information(time slot). Every node can onlytransmit during its own timeslot andmustremainsilentinothertimeslots.Thisbehavioravoids collisionscreatedbyseveralnodescontendingduringonetime slot. Alltimeslots formaFrame,whichrepeats periodically.
Fig.7showsatimediagramfortheparticularversionofTDMA implemented.Eachframeis10slong.
2.5. Softwareinterface
The team developed a software interface inJava for data visualization.TheinterfaceshowspHmeasurements,generates alarmsif valuesareoutside rangesandshows historicaldata.
Fig.8presentsthemainscreenandevolutionofpHvaluesin time.
ISFET power supply cutoff system
Processing unit
RS232 conversion
Signal conditioning +/– 0.5V power
supply +/– 5V power
supply
Fig.6.HardwareimplementationofeachnodeintheWCSN.
10
0 20 30
1
Node ID
2 3
40 t (seg)
Fig.7.Blackrectanglesshowtransmissionsfromeachnode,repeatingevery 10s.Emptyspacesmeaneachnodeisidleandcannottransmit.
3. Resultsanddiscussion
The WCSN was evaluatedconsidering threeaspects: sen- sorprecisionandaccuracyandwirelessnetworkperformance.
ResultsinthissectionusestandardpH4and7solutionsasan example.Calibrationresultsemployingothercombinationsof pHvaluesweresimilar.Table1showsresponsecharacteristics forthethreenodes.Therepeatabilityofcalibrationdata(slope andintercept)washighasindicatedbythevaluesofthestandard deviation.Table1summarizesresultsfor10repetitions.
Thesevalueswereprogrammedbydefaultineachnode.Dur- ingcalibration,the slopemustbebetween43and55mV/pH.
Ifthecomputedvaluefallsoutsidethisrange,theLCDshows anerrormessageandthenodeusesdefaultcalibrationvalues.
Otherwise,thenodestoresthemostrecentslopevalue.
3.1. RepeatabilityandaccuracyofpHmeasurements
Tests measured three pH solutions (4, 7 and 9) for each node,inordertoestablishtheprecisionandaccuracyofISFET sensorsandthemeasurementsystem.Resultswerecompared withthosefromapHcommercialmeterWTWMulti3420.Test
Table1
LineparametersofeachpHsensingnode.Standarddeviationinparenthesis.
Parameter Node1(S.D.) Node2(S.D.) Node3(S.D.) Slope(mV/pH) 42.6(1.2) 48.5(1.7) 46.0(1.8) Intercept(mV) 1490.4(7.8) 1145.1(9.6) 660.4(12.1)
employedtenrepetitionsforeachpHvalue.Measurementswere doneatroomtemperatureusingthesamesolutionsandcondi- tionsforboththepHmeterandthenodes.Table2summarizes resultsofthistest.Asshown,therepeatabilityofpHdatarep- resentedbythestandarddeviationagreeswiththecommercial pHmeter.
NoteallISFETvaluesinTable2wereextrapolatedemploy- inglinearfitparametersobtainedduringthecalibrationprocess.
Additionally,theaccuracywascalculatedastherelativediffer- encebetweenthepHvalueobtainedwiththeISFETnodeand withthepHmeter.Therefore,accuracyisbelow5%,whichis acceptablefordifferentinstrumentsofmeasurement.
3.2. Wirelessnetworktests
Thesecondtestmeasuredthenumberofpacketslostwhen thenumberoftransmittingnodesincreased from1 to3.Each nodetransmitted100packetsandexperimentswererepeatedfive times.WhenusingtheprotocolexplainedinFig.7,whereeach nodesendsanewpacketevery10s,therewerenopacketlosses.
ThemeasurementofpHinsurfacewatersmaytoleratehigher samplingperiods.Therefore,ifincreasingthesamplingperiod, newnodescanjointhenetworkwithoutcreatingcollisions.The threenodesweretestedusing1mWtransmissionpower,asin study(Berdugoetal.,2012).
Oneadditionaltestwasperformedinordertoverifythemax- imumradiorange.OnenodewasmeasuringpHvaluesinsidea laboratory.Transmissionpoweremployedwas1W.Thereceiver node wasplaced indifferentpositionsoutside the laboratory.
Fig. 9 shows different locations employed during tests. The square isthe transmitter. Circles show the smallestreception levels.Thetriangleshowslocationwiththebestreceptionlevel andthediamondshowsmediumlevel.
Fig.9 showsmaximumdistancewas474mbetweentrans- mitterandreceiver,butthesignallevelwassmall.Bestreception occurred inside the laboratory building, at 30m through metal doors and concrete walls. Every Xtend modem in the WCSNemploysoneomnidirectionalantenna;hence,theyare
Fig.8.(a)Mainscreenofsoftwareinterface.ISFETinnode3wasdisconnectedtogenerateanalarmforout-ofrangevalue.(b)EvolutionofpHvalueswithtime.
Table2
pHvalueandstandarddeviationforeachnodeforthreedifferentbuffersolutions.
pH 4 7 9
Node pHmeter ISFET pHmeter ISFET pHmeter ISFET
1 4.15 0.02 4.13 0.04 7.02 0.00 7.06 0.06 8.84 0.01 8.82 0.06
2 4.13 0.02 4.15 0.04 7.00 0.03 7.02 0.02 8.85 0.01 9.12 0.06
3 4.12 0.01 4.01 0.04 7.02 0.01 7.30 0.08 8.86 0.00 8.83 0.05
transmittinginformationinalldirections.Note receptionwas possible when testing in parking lots and different roads.
Nonetheless,becauseoftheobstacles,thesystemwasworking inthegrayareaofcommunicationsystems,wherepacketlosses arebetween10%and90%(Aguirreetal.,2014).Additionally,
tests verifiedlocations insidedifferent buildings,going south fromthetransmitter.However,therewasnopacketreceptionin theselocations.Theresultsareexpectedsincesignalhadtoprop- agatethroughconcrete,glass,metalandtrees,thussignificantly reducingradiorange.
Fig.9.Longrangetestwithobstaclesusing1Wtransmissionpower.Transmitteristhesquare,circlesshowthesmallestreceptionlevels,trianglethebestand diamondshowsmediumlevel.
8.80 8.85 8.90 8.95 9.00 9.05 9.10
14:38:24 13:26:24
12:14:24 11:02:24
9:50:24
pH values
Time
Fig.10.pHvaluesmeasuredwhiledoinglongrangetests.Gapcorrespondsto thetimewhenreceivercouldnotobtaininformationfromthetransmitter.
Additionally,the testprovidedinsightson stabilityperfor- manceofthenode.Fig.10showsmeasurementsforonenode takenfrom10AMto14:10PM.FigureshowstypicalISFET behavior,withadriftduringthefirsttwohoursandastabilized driftafterthattime.Notethereisagapindatafrom10:50AM to12:54PM.Duringthistime,receiverpositiondidnotallow datareception.
4. Conclusions
This paper demonstrates the performance of a chemical sensor network for pH monitoring. The pH values and the repeatabilityare comparable witha commercial sensor. This resultcorroboratesthefeasibilityof ISFETtechnologyas pH sensorsandtheviabilityofthemeasurementcircuit.Themajor partofsystems employedintheliteraturereporttransmission distances smaller than 30m. The Xtend radio modems used inthisworkallowtransmissionupto474mthroughobstacles suchasbuildingsandtrees.Therefore,theapplicationcouldbe implementedinlongerdistances,withunobstructedlineofsight.
Usinga TDMA algorithm andsending information every 10s,the networkpresented nopacket losses.Since pH mon- itoringinwatercanbe performedthrough largerperiods,the systemcan increase the numberof nodeswithout increasing packetlosses.
Humaninterfacewasdesignedandimplementedinorderto fulfillcalibrationrequiredbychemicalsensors.Thisfunction- alityalso allowseachnodetoworkas stand-alonepHmeter, independentofthewirelessnetwork.
Conflictofinterest
Theauthorshavenoconflictsofinteresttodeclare.
Acknowledgements
ThisresearchwasfundedinpartbyDirectionofResearch, DevelopmentandInnovation(DIDI)atUniversidaddelNorte through project 2011-1154, by CYTED Project number P509AC0376andbyColciencias-CSICExchangeGrant2011.
WewouldliketothankAntonioRamosandÁngelaSierrafor
theirhelpinusingChemistryandWaterLabsatUniversidaddel Norte.
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