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HEALTHCAREFORTHE
ELDERLYUSING
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•GerritGrunwald•DeveloperEvangelist•Oracle•@hansolo_
ABOUTUS
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SafeHarborStatement
Thefollowingisintendedtooutlineourgeneralproductdirection.Itisintendedforinformationpurposesonly,andmaynotbeincorporatedintoanycontract.Itisnotacommitmenttodeliveranymaterial,code,orfunctionality,andshouldnotberelieduponinmakingpurchasingdecisions.Thedevelopment,release,andtimingofanyfeaturesorfunctionalitydescribedforOracle’sproductsremainsatthesolediscretionofOracle.
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IT'SBEAUTIFUL
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BUT…
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THEREAREPROBLEMS
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DEPOPULATION
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๏Countrysidelesspopulartopeople๏Youngpeoplemovingtothecities๏Peopleingeneralgettingolder
DEPOPULATION
![Page 11: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/11.jpg)
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PopulaRonin1995=100
1995 1997 1999 2001 2003 2005 2007 2009
99
98
97
100
101101.5
97.6 CountrySide
CongestedAreas
DEPOPULATION (e.g.GERMANY)
![Page 12: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/12.jpg)
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LESS
ACCESS
![Page 13: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/13.jpg)
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๏ Inruralareashalfasmanydoctors๏Upto5timesthedistancetoaccesshealthcareservices
๏Fewerspecializedhealthcareservices
LESSACCESSTODOCTORS
![Page 14: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/14.jpg)
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AGING
![Page 15: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/15.jpg)
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DREAMS
![Page 16: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/16.jpg)
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OFTENTHEREALITY
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PEOPLEAREALONE
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INCASEOF
NEED?
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HEALTH
INDICATORS
![Page 22: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/22.jpg)
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๏Howmanystepswalkedaday๏Howoftenpersonchangedrooms๏Whatlocationshavebeenvisited๏HowlongtheTVsetwasrunning๏…
HEALTHINDICATORS
![Page 23: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/23.jpg)
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HEALTH
ALERTS
![Page 24: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/24.jpg)
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๏Dramaticdecreaseofsteps๏Dramaticdecreaseofroomchanges๏Alarmbuttonwastriggered๏DecreaseofTVusage
HEALTHALERTS
![Page 25: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/25.jpg)
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๏Locationoutsidedoesn'tchangeforlongerperiodanditisnight
๏Locationoutsideandbadweather(e.g.verycold,thunderstormetc.)
HEALTHALERTS
![Page 26: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/26.jpg)
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๏andmanymanymore…
HEALTHALERTS
![Page 27: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/27.jpg)
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DATAPROCESSING
![Page 28: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/28.jpg)
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VISUALIZEANALYZEAGGREGATECOLLECT
DATAPROCESSING
![Page 29: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/29.jpg)
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VISUALIZEANALYZEAGGREGATECOLLECT
DATAPROCESSING
![Page 30: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/30.jpg)
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COLLECTING
![Page 31: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/31.jpg)
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HARDWAREREQUIREMENTS
![Page 32: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/32.jpg)
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HARDWAREREQUIREMENTS
๏ Internetconnectioniscrucial๏ iBeaconstolocatecurrentroom๏Accelerometertocountsteps๏GPStolocatepersonoutside๏PowermetertodetectTVusage
![Page 33: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/33.jpg)
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IBEACONS
![Page 34: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/34.jpg)
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IBEACONS
![Page 35: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/35.jpg)
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๏ BluetoothLowEnergy๏ BroadcastuniqueID๏ Interval0.1-10s๏ Triggerlocationbasedaction๏ Usefulforindoornavigation
IBEACONS
![Page 36: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/36.jpg)
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ID1
IBEACONSID2
ID3
ID4
BeaconineachroomPersonentersroomDevicedetectsbeacon
![Page 37: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/37.jpg)
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ID1
IBEACONSID2
ID3
ID4
TXPowertostrong
![Page 38: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/38.jpg)
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ID1
IBEACONSID2
ID3
ID4
TXPowerlessstrong
![Page 39: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/39.jpg)
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1STATTEMPT
![Page 40: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/40.jpg)
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1STATTEMPT
![Page 41: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/41.jpg)
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๏Odroid-Wboard๏GPSsensor๏BLEadapter๏Accelerometer๏ JavaSE8embedded
1STATTEMPT
![Page 42: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/42.jpg)
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1STATTEMPT
๏Toclunky๏Obtrusive๏Hardtohandle๏Nointeractivity๏Batterylife
![Page 43: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/43.jpg)
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2NDATTEMPT
![Page 44: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/44.jpg)
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2NDATTEMPT
![Page 45: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/45.jpg)
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๏AtomWear๏Accelerometer๏BLE๏Tinydisplay๏C
2NDATTEMPT
![Page 46: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/46.jpg)
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๏NoGPS๏Hardtohandle๏Restrictedinteractivity
๏Batterylife
2NDATTEMPT
![Page 47: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/47.jpg)
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3RDATTEMPT
![Page 48: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/48.jpg)
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3RDATTEMPT
![Page 49: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/49.jpg)
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๏ 3G/4Gconnection๏WiFi+BLE๏ Longbatteryruntime๏ Cancountsteps๏Waterresistant
3RDATTEMPT
![Page 50: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/50.jpg)
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๏WiFi+BLE๏ Longbatteryruntime๏ Cancountsteps๏ Interactswithphone๏Waterresistant
3RDATTEMPT
![Page 51: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/51.jpg)
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๏ Flicbutton(s)๏ BLE๏ Longbatteryruntime๏ Cantriggeralerts๏Multiplebuttonspossible
3RDATTEMPT
![Page 52: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/52.jpg)
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3RDATTEMPT
๏"Easy"tohandle๏GPS๏Batterylife(upto2days)๏Connectivity(4G,WiFi,BLE)๏ Interactivity(voice,touch)
![Page 53: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/53.jpg)
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SOFTWAREREQUIREMENTS
![Page 54: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/54.jpg)
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SOFTWAREREQUIREMENTS
๏DetectGPSlocationandBeacons๏ InteractwithFlicbutton๏Aggregatesteps๏Callacontactperson๏Publishdata
![Page 55: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/55.jpg)
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MOBILEAPPLICATION
![Page 56: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/56.jpg)
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MOBILEAPPLICATIONSETUP
HELP
![Page 57: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/57.jpg)
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๏Cancallcontactperson๏CansendAlertmessage๏Collectssteps๏Detectbeacons/location๏Hasfalldetection
MOBILEAPPLICATION
![Page 58: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/58.jpg)
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FALLDETECTION
2g
1g
0g1swindow
Falling(min)
Impact(max)
AcceleraRon
∆g๏ Falldetection๏ Posturerecognition๏ Hitrate85%
![Page 59: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/59.jpg)
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WEARAPPLICATION
![Page 60: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/60.jpg)
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๏Callcontactperson๏SendAlertmessage๏Collectssteps๏ InteractswithphoneviaBLEandWiFi
WEARAPPLICATION
![Page 61: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/61.jpg)
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๏CanbetriggeredbyWatchface
WEARAPPLICATION
![Page 62: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/62.jpg)
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FLICBUTTON
![Page 63: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/63.jpg)
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๏CantriggeranAlert๏CantriggeraCalltocontactperson
๏ InteractwithphoneviaBLE
FLICBUTTON
![Page 64: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/64.jpg)
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YOCTOWATT
![Page 65: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/65.jpg)
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๏Measurespowerconsumption
๏ Interactwithphone/gatewayviaWiFi
YOCTOWATT
![Page 66: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/66.jpg)
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VISUALIZEANALYZEAGGREGATECOLLECT
DATAPROCESSING
![Page 67: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/67.jpg)
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VISUALIZEANALYZEAGGREGATECOLLECT
DATAPROCESSING
![Page 68: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/68.jpg)
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AGGREGATING
![Page 69: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/69.jpg)
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IOTGATEWAY
![Page 70: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/70.jpg)
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๏ARMbasedSingleBoardComputer๏ i.MX6Quad1GHz๏4GBRAM๏ JavaSE8emb.
IOTGATEWAY
![Page 71: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/71.jpg)
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๏ActsasGeoFenceServer๏Aggregatesdata(direct,mqtt)๏Filtersdata๏Forwardsdata
IOTGATEWAY
![Page 72: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/72.jpg)
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GEOFENCING
![Page 73: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/73.jpg)
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GEOFENCING
๏Receiveslocation๏Checksagainstfences๏Reactsonenteringorleavingafence
![Page 74: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/74.jpg)
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AGGREGATING
DATA
![Page 75: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/75.jpg)
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AGGREGATINGDATA
๏Fromdirectlyconnectedsensors(TVset)
๏Frommobilephone(viaMQTT)
๏FromGeoFenceserver(directlyorviaMQTT)
![Page 76: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/76.jpg)
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FILTERINGDATA
![Page 77: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/77.jpg)
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FILTERINGDATA
๏Filterfaultysensordata(wrongTVpowerconsumptionreadings)
๏Filterwronglocationdata(jumpinglocationduetobadgpssignal)
๏Filtergeofencedata(togglebetweeninside/outsidefenceduetobadgps)
![Page 78: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/78.jpg)
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DATAFORWARDING
![Page 79: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/79.jpg)
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๏ForwardsfilteredpersondataviaREST(usedinvisualizationapp)
๏Forwardsfiltereddatatoadatabase(aggregatedstepsarestoredonceaday)
DATAFORWARDING
![Page 80: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/80.jpg)
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VISUALIZEANALYZEAGGREGATECOLLECT
DATAPROCESSING
![Page 81: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/81.jpg)
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VISUALIZEANALYZEAGGREGATECOLLECT
DATAPROCESSING
![Page 82: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/82.jpg)
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ANALYZING
![Page 83: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/83.jpg)
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Relevance
Time
ANALYZINGEvents Data
Analysis
![Page 84: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/84.jpg)
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๏SimulationDataset๏5,000peoplex3monthshistoryx5minuteeventinterval
๏129MillionEvents
ANALYZING
![Page 85: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/85.jpg)
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(spark.apache.org)
![Page 86: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/86.jpg)
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๏Generalpurposeclustercomputingsystem
๏StartedinAMPLabatUniversityofCalifornia,Berkeleyin2008
๏Opensourcedin2009
![Page 87: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/87.jpg)
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๏EnginewritteninScalawithAPIsupportforScala,Java,PythonandR(asofversion1.5)
๏Coreenginewithmodules
![Page 88: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/88.jpg)
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๏Supports>80dataanalysisalgorithms๏map-reduce,groupBy,fold,join,count,union,sum,…
๏DatafromHDFS,Cassandra,SQL,Streamsandmanyothers
![Page 89: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/89.jpg)
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SparkCore
DataframesandSQL Streaming Machine
LearningGraph
Processing
Architecture
![Page 90: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/90.jpg)
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SparkCore
DataframesandSQL Streaming Machine
LearningGraph
Processing
Architecture
![Page 91: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/91.jpg)
SparkStreamProcessing
HistoricalBaselineDataframe
AnomalyDetecUonAlgorithm
“SuspiciousEvents”
“NormalEvents”
HistoricalData
BROKER
DEVICE
DEVICE
DEVICE
REST
![Page 92: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/92.jpg)
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๏Usuallypersonwalks4500stepsaday๏UsuallypersonisgoingtothesupermarketeveryTuesday
๏UsuallypersonusesTVfor5haday๏…
RULES
![Page 93: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/93.jpg)
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Individual Base LineSt
eps
0
1500
3000
4500
6000
Time7 am 8 am 9 am 10 am 11 am 12 pm 1 pm 2 pm 3 pm 4 pm 5 pm 6 pm 7 pm 8 pm 9 pm 10 pm 11 pm
![Page 94: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/94.jpg)
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Daily Steps Within Typical RangeSt
eps
0
1500
3000
4500
6000
Time7 am 8 am 9 am 10 am 11 am 12 pm 1 pm 2 pm 3 pm 4 pm 5 pm 6 pm 7 pm 8 pm 9 pm 10 pm 11 pm
![Page 95: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/95.jpg)
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Daily Steps With Potential AnomalySt
eps
0
1500
3000
4500
6000
Time7 am 8 am 9 am 10 am 11 am 12 pm 1 pm 2 pm 3 pm 4 pm 5 pm 6 pm 7 pm 8 pm 9 pm 10 pm 11 pm
Events Ok
Below Normal
AttentionAlert
![Page 96: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/96.jpg)
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VISUALIZEANALYZEAGGREGATECOLLECT
DATAPROCESSING
![Page 97: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/97.jpg)
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VISUALIZING
![Page 98: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/98.jpg)
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DESKTOPCLIENT
![Page 99: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/99.jpg)
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๏CrossplatformJavadesktopclient๏Showlastknownlocation๏Showinformationofperson๏Showinformationofcontactperson๏DataviaSSEfromApplicationServer
DESKTOPCLIENT
![Page 100: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/100.jpg)
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Routing
Location
Stepswalked
Persons
CurrentRoom
CurrentFence
Stepstoday
ContactPerson
Battery,Weather,Day/Night
Nearesthospital
GeoFence
DESKTOPCLIENT
![Page 101: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/101.jpg)
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DESKTOPCLIENT
![Page 102: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/102.jpg)
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SETUP
![Page 103: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/103.jpg)
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REST
MQTT
COLLECT
AGGREGATE 3rdPARTY
RESTWiFi
SSE
VISUALIZEBROKER
MQTT
ANALYZE
SERVER
REST
REST
GATEWAYAPPROACH
MQTT
BLE
![Page 104: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/104.jpg)
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SIMPLIFY
![Page 105: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/105.jpg)
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REST
MQTT
COLLECT
AGGREGATE 3rdPARTY
RESTWiFi
SSE
VISUALIZEBROKER
MQTT
ANALYZE
SERVER
REST
REST
GATEWAYAPPROACH
MQTT
BLE
![Page 106: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/106.jpg)
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REST
MQTT
COLLECT
AGGREGATE 3rdPARTY
RESTWiFi
SSE
VISUALIZEBROKER
MQTT
ANALYZE
IoTCloudService
GATEWAYAPPROACH
BLE
![Page 107: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/107.jpg)
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SIMPLIFYMORE
![Page 108: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/108.jpg)
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REST
MQTT
COLLECT
AGGREGATE 3rdPARTY
RESTWiFi
SSE
VISUALIZEBROKER
MQTT
ANALYZE
IoTCloudService
GATEWAYAPPROACH
BLE
![Page 109: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/109.jpg)
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REST
COLLECT
3rdPARTY
RESTWiFi
SSE VISUALIZE
ANALYZE
IoTCloudService
AGGREGATE
DIRECTAPPROACH
BLE
![Page 110: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/110.jpg)
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CURRENTSETUP
![Page 111: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/111.jpg)
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MQTTCOLLECT
3rdPARTY
WiFi
VISUALIZE
DIRECTAPPROACH
BLE
SERVER
REST
SSE
ANALYZE
REST
![Page 112: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/112.jpg)
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CONCLUSION
![Page 113: HEALTH CARE FOR THE ELDERLY USING - Jfokus · Spark Stream Processing Historical Baseline Dataframe Anomaly Detecon Algorithm “Suspicious Events” “Normal Events” Historical](https://reader033.vdocuments.us/reader033/viewer/2022053011/5f0ea57b7e708231d4403e35/html5/thumbnails/113.jpg)
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IOTCANBEHELPFULBUT…
๏Deviceshavetobemoreunobtrusive๏Technologymustbemoreeasy๏Problematictoconvincepeople๏DataPrivacyandSecurityarecritical๏Ruralinternetaccessiscrucial
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