Ososayensi bePerm Polytechnic bathuthukise imodyuli ehlakaniphile yokuphatha uhlelo lokushisa ukushisa lwendawo. I-Neural izosiza ngokunembile futhi ngokushesha ukubala izinga lokushisa le-coolant ekuphumeni kwegumbi le-boiler. Ubuchwepheshe bukuvumela ukuthi ulondoloze ngokuya kwabathengi, gwema ukweqiwa okungenangqondo kwe-coolant bese ugcine imali ngokushisa. Ukuthuthukiswa akunazifaniso eRussia okwamanje.
Manje amayunithi okulawula asetshenziswa kabanzi, axhasa ngokuzenzakalelayo izinga lokushisa elicacisiwe ekuphumeni kwegumbi le-boiler. Amanani adingekayo achaza opharetha, ikakhulukazi agxile kwi-thermometer kanye nempendulo etholakalayo. Ukuthuthuka kwethu kubandakanya ukulawulwa kusetshenziswa amanethiwekhi anjalo we-neural, asetshenziswa ekubalweni hhayi kuphela inani lamanje lokushisa okukhona, kodwa futhi nesimo sezulu esifanele. Lokhu kukuvumela ukuthi uhlole kuqala izinga lokushisa lomthwali futhi uvikele ukubambezeleka, kusho uprofesa ohambisana naye woMnyango we-Computics, Mechanics kanye ne-biomechanics ye-Perm Polytech, okhethwa ngokwesayensi yezobuchwepheshe uVladimir Onistkiv.
Ngokufundisa uNeooturo, ososayensi basebenzise inani elikhulu lemininingwane yezibalo. Kufaka namazinga okushisa avumelanayo avumelanisiwe ezindaweni ezahlukahlukene zenethiwekhi eshisayo kanye nokushisa okukhona.
Ososayensi bake bazama imodyuli ehlakaniphile ngokuthayipha kusoftware kanye ne-Hardware autorated autorate autorat system. Ibhalansi ye-Thermal ezindlini nasezindaweni zomphakathi, ezithuthukise futhi zisebenzisa enye yezinkampani ze-Perm Territory. Ngenxa yalokhu, okuyinkimbinkimbi ikuvumela ukuthi ulungise ngokuzenzakalelayo izinga lokushisa lokuphola endaweni ephumayo yegumbi le-boiler, unikezwe isibikezelo sokushintsha isimo sezulu.
Ukuqinisekisa izimo ezishisayo ezishisayo kumakhaya abathengi, izinhlangano ezihlinzeka ngokushisa kufanele zibheke njalo isimo sokushisa senethiwekhi. Kepha le nsizakalo isatholakali ezinkampanini eziningi ezishisayo, ngakho-ke zivikela ubungozi bazo, zigcina izinga lokushisa eliphakeme lenethiwekhi. Ngenxa yalokhu, izakhamizi zivame ukuphoqelelwa ukuba zikhokhele izinsiza, zichaza umcwaningi.
Ngokusho kososayensi, ukusetshenziswa kwenethiwekhi ye-neural kwinqubo yokulawula inethiwekhi yokushisa ikuvumela ukuthi ugcine uphethiloli futhi uvikele ukweqiwa kwayo. Ngokushintsha kwesimo sezulu esisheshayo, lo mphumela uba nzima kakhulu. Ukonga igesi kungafinyelela ku-10-15%, kuya ngokushisa komoya kwangaphandle kanye nesimo senethiwekhi yokushisa.
Amanethiwekhi we-Multilayer Neural kanye namanethiwekhi okufunda ajulile ayakwazi ukubikezela izinga lokushisa elidingekayo le-boiler, elinikezwe isimo sezulu kanye nezici zokunyakaza okupholile.
Enqubweni yokwakha imodyuli ehlakaniphile, ososayensi bahlaziya izinhlobo ezahlukahlukene zamanethiwekhi we-neural. Ukwakhiwa kokugcina kuqukethe ama-neurons angama-224, ku-oda ngezingqimba ezintathu. Izinga lokushisa elibaliwe lokuphola endaweni yokuphuma kwegumbi le-boiler linikeza lawo manani okushisa emnyango wendlu okudingeka ngayo izindinganiso.