Izazinzulu zePerm Polytechnic ziye zaqulunqa imodyuli ekrelekrele yokulawula inkqubo yokubonelela ngobushushu bendawo. U-Neurati uza kunceda ngokuchanekileyo nangokukhawuleza ukubala iqondo lokuphola ekuphumeni kwegumbi le-boiler. Itekhnoloji ikuvumela ukuba uyilondoloze ngokwemigqaliselo yabathengi, ukuthintela ukuthotyelwa okungathandekiyo kwe-coollant kwaye ugcine imali ekufudumeni. Uphuhliso alunamibuzo eRussia okwangoku.
Ngoku iiyunithi zolawulo zisetyenziswa kakhulu, ezixhasa ngokuzenzekelayo ubushushu obuchaziweyo kwindawo yegumbi le-boiler. Amaxabiso afunekayo achaza umntu osebenzayo, ikakhulu egxile kwithemometha kunye nengxelo ekhoyo. Uphuhliso lwethu lubandakanya ukulawulwa kusetyenziswa iinethiwekhi ezinjalo, ezisetyenziselwa ukubalwa kungekuphela nje kwixabiso langoku lobushushu, kodwa kwanesimo sezulu. Oku kukuvumela ukuba uvavanye ubushushu bomntu ophetheyo kwaye uphephe ukulibaziseka, utsho uNjingalwazi oDibeneyo weSebe leMathematics, oomatshini kunye ne-biomechanics ye-biomech ye-Perly Toimerir-vladimir vladimegiv.
Ukufundisa uNeuralo, izazinzulu zisebenzisa inani elikhulu ledatha yeenkcukacha-manani. Ibandakanya amaqondo obushushu alungelelanisiweyo kwiindawo ezahlukeneyo zenethiwekhi ye-thermal kunye neqondo lobushushu.
Izazinzulu zizamile imodyuli ekrelekrele yokuchwetheza kwisoftware kunye ne-Hardware Autheed Aurora. Ibhalansi ye-shirmal kwiinkonzo zezindlu nakwiinkonzo zoluntu, eziye zaqulunqa kwaye isebenzise enye yeenkampani zentsimi ye-perm. Ngenxa yoko, ubunzima kukuvumela ukuba uhlengahlengise ngokuzenzekelayo ubushushu bendawo yokuphola kwindawo yegumbi le-boiler, inikezwe uqikelelo lokutshintsha iimeko zemozulu.
Ukuqinisekisa iimeko ze-thermal kumakhaya abathengi, ubushushu bonikezo kufuneka zibeke esweni imeko yobushushu yenethiwekhi. Kodwa le nkonzo ayisafumaneki kwiinkampani ezininzi ze-thermal, ke ziyayifaka iingozi, ukugcina ubushushu obuphantsi bokuphatha ubushushu. Ngenxa yoko, abahlali bahlala benyanzeleka ukuba bagqithise kwizinto ezisetyenziswayo, zichaza umphandi.
Ngokutsho kwezazinzulu, ukusetyenziswa kwenethiwekhi ye-Neural kwinkqubo yokulawula inethiwekhi yobushushu kukuvumela ukuba ugcine ipetroli kunye nokuthintela ngaphezulu. Ngotshintsho lwemozulu ngequbuliso, le mpembelelo ibalisa ngakumbi. Ukugcina igesi kunokufikelela kwi-10-16%, kuxhomekeke kubushushu bomoya wangaphandle kunye nemeko yenethiwekhi yobushushu.
Iinethiwekhi zeNeulwol ze-Multilayer kunye neenethiwekhi ezinzulu zokufunda ziyakwazi ukuqikelela ubushushu obuyimfuneko, zinikwe isimo sezulu kunye neempawu zentshukumo epholileyo.
Kwinkqubo yokwenza imodyuli ekhutheleyo, izazinzulu zihlalutya iintlobo ezahlukeneyo zenethiwekhi zenethiwekhi. Uyilo lokugqibela luqukethe ii-neurons ezingama-224, ezi-odolwe kumatye amathathu. Iqondo lokuxinana le-Coulant ekuphuculeni indawo yokuphuma kwegumbi le-boiler libonelela ngamaxabiso obushushu ekungeneni kwendlu ekufuneka imigangatho iyadingeka.