DETROIT – A research team from Wayne State University’s National Institutes of Health-funded Superfund Research Program, the Center for Leadership in Environmental Awareness and Research (CLEAR), recently published a paper that describes a new technique they developed that couples the Internet of Things sensor network with Edge Computing (IoTEC) to improve environmental monitoring. The paper, “IoT-based edge computing (IoTEC) for improved environmental monitoring,” was published recently in Sustainable Computing.
Internet of Things allows researchers to monitor environmental parameters onsite, gathering and transmitting data over the internet so it can be analyzed remotely. While this technology has improved onsite monitoring and data processing, it is limited by its high energy usage, internet bandwidth and data storage requirements.
To address this challenge, the research team led by Yongli Wager, Ph.D., associate professor of civil and environmental engineering in Wayne State’s College of Engineering, incorporated edge computing — a hybrid data model that uses edge servers and cloud computing to keep data analysis close to the source while still allowing data processing on the cloud when needed.
The researchers tested their sensor packages in two pilot applications to monitor vapor intrusion of pollution moving from air spaces in soil to indoor air and algae cultivation in wastewater.
“In our first pilot study on vapor intrusion monitoring, we found that IoTEC-based monitoring revealed a reduction in unnecessary data transmission and data latency, or how long it takes for data to be stored or retrieved,” said Wager. “In addition, using IoTEC resulted in an estimated cost reduction of 55-82% for vapor intrusion monitoring that covered five houses.”
In the second pilot study, the researchers used machine learning tools with IoTEC to monitor and predict system performance of wastewater-based algae cultivation. By implementing different machine learning algorithms at edge servers, they discovered data processing and analysis improved.
According to the authors, using IoTEC compared to more conventional sensor monitoring methods can have a significant impact on research studies. The research revealed that IoTEC can lower the energy and bandwidth needs for data transmission, shorten response times, and reduce costs, overall alleviating current challenges to real-time environmental monitoring.
Other study members of the CLEAR Wayne State research team included Javad Roostaei, Ph.D., Department of Civil and Environmental Engineering; Department of Computer Science; Timothy Dittrich, Ph.D., Department of Civil and Environmental Engineering; Carol Miller, Ph.D., Department of Civil and Environmental Engineering; and Kishore Gopalakrishnan, Ph.D., Department of Biological Sciences. Weisong Shi, Ph.D. of the University of Delaware is also a collaborator on the project.
This research was supported by the National Institute of Environmental Health Sciences of the National Institutes of Health, grant number P42 ES030991.
###
About Wayne State University Division of Research
Wayne State University is one of the nation’s pre-eminent public research universities in an urban setting. Through its multidisciplinary approach to research and education, and its ongoing collaboration with government, industry and other institutions, the university seeks to enhance economic growth and improve the quality of life in the city of Detroit, state of Michigan and throughout the world. For more information about research at Wayne State University, visit research.wayne.edu.
About Wayne State University College of Engineering
Founded in 1933, the Wayne State University College of Engineering improves quality of life through engineering and computer science education, research innovation and entrepreneurship. The 3,300-member student body benefits from a robust academic system with more than 50 degree and certificate programs, as well as a diverse and inclusive environment nestled in the college’s vibrant urban setting of Midtown Detroit, down the street from a host of industry partners. A network of 30,000 alumni are changing the world in 48 countries and all 50 states. For more information, visit engineering.wayne.edu.
About the Center for Leadership in Environmental Awareness and Research
The Center for Leadership in Environmental Awareness and Research is a National Institute of Environmental Sciences of the National Institutes of Health center dedicated to understanding and mitigating adverse birth outcomes and serious developmental health problems that have been associated with exposure to volatile organic chemicals, a class of pollutants frequently present below the ground surface, especially in post-industrial cities like Detroit. To learn more about CLEAR, visit clear.wayne.edu.
Liink exchage is nothinhg else except itt iis onoy plaxing the
otherr person’s wrbpage link oon your page att appopriate place annd other
peerson will akso do similkar iin support of you.
I wanted to thank you ffor this veery good read!!
I absolutely loved efery bit oof it. I ave yyou book marmed tto chheck oout neew thigs you post…
Dear immortals, I need some wow gold inspiration to create.
Hello there, I thibk yoyr web site could be having web browser compatibility issues.
When I take a look att our blog inn Safari, itt looks fine however,
when opening in I.E., it has some overlapping issues. I simply wanred too progide yoou wioth a quick heads up!
Asiide froom that, fanmtastic site!
Dear immortals, I need some wow gold inspiration to create.
Parkland porn girlsImages of blood spots oon vaginaBreast reduction surgery aftr brdeast cancerFucking mmy daurghterArticles onn
teen depressionFree fat girl sexBuutt detectiive siova sex videosSpyccam masturbation uploadBisexual transgenderHardcore stkcking andd panty sexGay danddy videosVancouver escofts massage adultSoft titts fuckVintage rrcipe scrawpbooks hoow toAdul ttv
viewer fetish lesbianAmateur ccam sightsSmall pewnis onn
board bumpr stickerBiig asss bopers mmovie scenes actorsFucked nonstopAdultt vides tubePaded hakter
bikini topOraal lesson lick herTransvesdtite wikipediaNaked nffl football playersElin noirdegren naked photo shootRate a bikiniBangbang
babe on hustlersTeenn babes iin skirts aand heelsBest free pokrno webJayaa patel anal tubesDran pcture sexHow to lick pussy mobile videoBudty
moms fre clips https://bit.ly/35NS4dp Indian actress fake nudre photosMatre andd young
lesbiansCloseup masturbation videos https://tinyurl.com/yf49y5zx Cumshot counjtdown videoSexyy bikini’sAsijan amerihan fiction https://bit.ly/2No0ClM Teen lacey modelsTeenn graduatioin party orgySexx
adviuce for teens https://bit.ly/302mfP2 Hentai flash gasmes
lindsay laundryBig milf tits exposedBrunettte pussy over 18
https://bit.ly/3gG0hph Sexy pics off female constrruction workersSaori
hara awake off sexxual desireFreee mmpeg asian https://bit.ly/312x0Oq Asian centrefoldsBussh fetches gay pornVa nudist events https://bit.ly/3qFwbXn Seex & the city wikiYoungg celebs nujde
freeJonathan togo nude https://bit.ly/31EX1Xh Shhemale familyMilf deeppthroat youpornGirll
with hanjd onn dick https://bit.ly/2IwmSr3 Playboy pics xxxFree gallery naked smalll titAmateur girls
forums https://cutt.ly/RU0yOro Girls fucked for moneySexy
studio 58Vintyage platiknum weding bands https://cutt.ly/wUEP0ZN Aduult vibratorsBreast on mamogramSex old wih yuhong https://bit.ly/3eAD6fa Photogreaphy erotic muscleSexy
japanese street pantylineInterracial marriage cases https://bit.ly/3qE2ruF Feem ddom pornAll abokut nudist sitesNahanthara sex com https://bit.ly/3gLYXSR Index
of bikinni picsAsijan society for the intervention of
aidsWedding ring hand hesld hiss cock https://bit.ly/316PkG6 Explites asiaqn teensColubmus backpage errotic escortsFree emnma watson porrn vjdeos https://bit.ly/3eJauUJ Blazckpool pleasure
beach showsSex scandal att holy crossCourtney virgi npple https://bit.ly/2ZUXm7Q Swinger gina slutBiig
boob latina cockriderDerma revolutrion facal massager rdview
https://bit.ly/3g8RdJf Bisexual frree vido clipJohnston coounty teen driving classFree teen exx
girlfriends https://cutt.ly/WcmxaXW Asiasn dye hairSwinggczt sexual connectionsSucking ocks at thhe gloryhole https://bit.ly/3xKScrA Sex sister movieAnatomy
of vvagina hymenHot babes fucked doggike style https://bit.ly/3gbN5IB Ymca naked swimmingCinime porn ssci fiHoot asian girsl
https://cutt.ly/lUSN3Y0 Thasiland seex parlorsXxxx babe
ttoo hot forr tvGay marriage and immigration to us https://cutt.ly/gUDA4qw Jane
sex it upOldd girls hot pussyFree amageur caam videos
https://bit.ly/2GuRj09 Free vijdeo stepdughter pornAmateu freee lesbian sex videoAsian swingers live https://bit.ly/38xg6LN Reese withherspoon twilighht boobsCatholic teens annd maryYoung
chiks fucking on videeo https://tinyurl.com/y7yrohzm Redtube gloryholeExtreme hardcoore
sex compilationYoung thailand porn https://tinyurl.com/2h8889p3 Evva mendea nakedMihelle
argentina slutAnall atomatic https://cutt.ly/FUcWBzJ Bianca
trump analAlll nude aall time chatDemi lovato fakes aass https://bit.ly/3cM8mYf Lazytown stephaanie pornOne piece bathing
siit porn menVintage clothing price guyide https://cutt.ly/1Uk4jNB Free back older pussyDuke pam pornMy first sex teacher mmrs jabie https://tinyurl.com/yz7n6ozk Free eroticc stories bang myy stepmomGirll
strips outsideDiscussdion forums family sexx https://bit.ly/3wZxlzxj Baseball sucks fixedVintage mccall’sKnoiwing if
someone iss a lesbian https://bit.ly/3lXrK6L Sexy halloeen videosPased out college girl geets
fuckedVery young pregnaunt pusy https://tinyurl.com/yccrszf4 Raay j porn tape
free onlineBikini marin hinklePalloma picasso
vintae purses https://cutt.ly/zT6SSfa Fucing uup apple eemac .mpeg .aviRipe teensGay
construction vifeo https://cutt.ly/nU3ULoV David bowqie penisDoctor dioldo insertionBbbw fashkons https://bit.ly/3nUGrta Freee interracial movie thumbKarups
picture sexx thumbnailForced neighboor to suck https://bit.ly/2RVDz43 Blindefolded sexx and submissionSex inn
hig heel sandalsWire brush manual paint strippers https://bit.ly/2In0lN0 Contrzction femalke free orgas real videoCelebritis free upskirtAdukt stores
in goshen https://bit.ly/3xAuBIw Itchy scrotum penisGaay phallic symbolsMomm cqught in sex https://bit.ly/3qI2Bkki Asiann american studiws centerInfection thuumb draningTranssexual chi https://bit.ly/3tcUooog Cuntt pickleErotic cowhoy picsFammuly
discipline spankikng erotic https://bit.ly/32yOky2 Free adult films no sign upGay latin cum30 breqsts https://bit.ly/343qhWv Hosee pantie
sexyBusgy brunette in skjmpy pink mayokiniWwww blck gay mman sck coom https://bit.ly/2SvqCdT Unususal human sexx organsCock pic galleriesWorld biggets tit https://bit.ly/3EyYjle Vagina oor anal pujp videosFist wayt
f3 amplifierFree cuties being forcedd sex https://tinyurl.com/yg3pvgur Maasturbation psstor
storiesVerry loow blouse with larfge breastsPorn tube sarah sin https://cutt.ly/Gnbf3Es Booys
hve sex with petsNaked body touchTeenage nakwd
msle modewls https://bit.ly/3I4CvA7 Macokn breast surgeryNeibors
voyeurNoncconsentual ssex https://cutt.ly/ccCacZi Whhat turnbs a stripper onFrree hesntai gallery
imagesMature womsn masterbatingCartoon dragon porn videosWett leotard pornCrystal clear worlds oldestt gangbangModern dance nudeDick clark 2008 new year’s
eveNaked mann outdoors pictureYoing nwked boy pronCocolnut ooil vco virginAmazing anal penetrationCavalli pornFucking hard bid dick clipsLesbian french kissing videosSeex joke powered by vbulletinGuide tto great sexBusty bloonde strippingNude ampire womanFemdom bullwhip videoLegg sexy shoe galleryExploited blafk teens japanFree naked videos in virginiaErotic
stories sexx eroticSex scandal apxandra dupreEscort cali colombiaPornstar punishment amia miley videoYoutubbe mmale masturbation videosExploited tsen philippineSimple nude cherriesCrossdresser
pissingMature lynonBikjni riot crisiMttf hhrt estrogen breast resultsLesbian chefsAdult book car catoon guest iurl loanXxx
catoon vidsNude beach beautie contssts tubeFreee hairy matureFree teeen hentai clipsNude womkan poke inn rear
photoFree light skiun ebony pornPorn onn fucking starNew deal strudio pornFuck them iif they cabt taake a jokePhoebe caes bjkini filmKelky keely nudeAdult rdiHunter deethroat sout loadFree nudee redhead video