智慧农业(中英文)SmartAgricultureVol.2,No.2 66 129:718-726.detectorbasedonNIRS[J].PrecisionAgriculture, [17]ANX,LIM,ZHENGL,etal.Aportablesoilnitrogen2014,15:3-16. Near-FieldTelemetryDetectionofSoilNutrientBasedon ModulatedNear-InfraredReflectanceSpectrum
JIAOLeizi,DONGDaming,ZHAOXiande,TIANHongwu (NationalEngineeringResearchCenterofIntelligentEquipmentforAgriculture,Beijing100097,China) Abstract:Propersoilnutrientscontentplaysanimportantroleinagriculturalproduction—undernutritionwouldreducecrop yieldandqualityandovernutritionwouldcauseenvironmentalpollution.Thoughthetraditionalapproachesbasedonsampling andchemicalanalysiscancomprehensivelyandaccuratelymeasuresoilnutrients,butthesoilsamplingandpretreatmentpro‐ cessarecumbersome,complicated,time-consuming,andcostly.Therefore,rapidandaccuratemeasurementofsoilnutrientsis ofgreatsignificanceforprecisefertilizerapplication,whichcanincreaseyield,improvecropquality,andalleviateenvironmen‐ talpollution.Towardthisobjective,arapidsoilnutrientsdetectionmethodbasedonmodulatednearinfraredspectroscopyfor activenear-fieldtelemetrywasproposed,whichcouldeffectivelyminimizeeffectofsunlightduringthemeasuringprocess. Eightchannelsnarrow-bandlaserdiodeswithwavelengthsof1260,1310,1350,1410,1450,1510,1550and1610nmwerese‐ lectedasactivelightingsourcesformeasuringthereflectanceofsoilsamples.Eightchannelsnarrow-bandlaserdiodeswere symmetricallyplacedonaconcentriccircle.Aphotodetectorwithacircularphotosensitiveareaof5mmindiameterwasplaced atthecenteroftheconcentriccircletomaximizethereceptionoflaserbeamreflectedbysoil.Afocusinglenswasplacedin frontofthephotodetectortocollectthelaserbeamreflectedfromthesoilsampletoincreasethesensitivity.Thesensingareaof thephotodetectorwaslocatedatthefocusofthelens.seventyfourgroupsofsoilsampleswithknownNcontentweredivided intotrainingset(54groups)andpredictionset(20groups)fordataanalysis.Thespectralreflectancesignificantlycorrelated withsoilNcontentwasscreenedbyanalyzingthetrainingsetbasedonagenerallinearmodelandaquantitativemeasurement 2 modelwithRof0.97betweenthescreenedspectralreflectanceandsoilNcontentwasachieve.ThepredictedsoilNcontentob‐ 2 tainedfrompredictionsetbasedontheestablishedmodelandthereferencedsoilNcontentofthepredictionsethadaRof0.9, indicatingthatthismethodhasanabilitytoquickly,aswellasaccuratelydetectsoilnutrients. Keywords:soilnutrients;nearinfraredspectrum;near-fieldtelemetry;lock-inamplifier;photoelecticdetection |
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