Vim cov qauv sib txawv ntawm cov reducers thiab motors siv nyob rau hauv sib txawv ua hauj lwm nto phaj phaj conveyors, lub interfaces rau sensor installation yuav kuj hloov. Yog li ntawd, txiav txim siab qhov chaw teeb tsa ntawm lub reducer sensor tom qab kev tshawb xyuas meej. Vim qhov tshwj xeeb ib puag ncig ntawm kev ua hauj lwm nto phaj phaj conveyor, lub sensor yuav inevitably raug tsoo los yog puas. Txhawm rau kom ntseeg tau tias lub txim hluav taws xob tsim tawm thaum lub ntsuas hluav taws xob puas (tsuas yog hais txog cov kab teeb liab sensor thiab Circuit Court raug nthuav tawm thiab tawm sab nraud), nws yuav tsis ua rau lub sensor nyob qhov twg. Thaum muaj kev tawg tshwm sim hauv qhov chaw tawg, ob qho tib si sensor fais fab mov thiab lub teeb liab kis tau tus mob yuav tsum ua kom tau raws li qhov xav tau ntawm kev nyab xeeb. Uas yog hais tias, lub sensor nws tus kheej yuav tsum yog tsawg kawg yog ib tug intrinsically muaj kev ruaj ntseg sensor, thiab lub hwj chim mov ntawm lub sensor yuav tsum tau raws li qhov yuav tsum tau muaj kev ruaj ntseg intrinsically.

Kev kuaj mob tsis raug yog txiav txim rau kev ua haujlwm lossis cov xwm txheej txawv txav ntawm cov saw conveyor. Nws muaj ob lub ntsiab lus. Ib qho yog los kwv yees thiab kwv yees qhov kev ua haujlwm ntawm cov khoom siv conveying ua ntej cov saw conveyor tsis ua haujlwm; lwm qhov yog los ua kev kwv yees ntawm qhov chaw, ua rau, hom thiab qhov twg ntawm qhov tsis ua haujlwm tom qab cov khoom siv tsis ua haujlwm. txiav txim thiab txiav txim saib xyuas. Nws cov dej num tseem ceeb suav nrog kev tshawb nrhiav qhov txhaum, kev txheeb xyuas, kev ntsuam xyuas, kev kwv yees thiab kev txiav txim siab. Txoj kev kuaj mob tsis raug suav nrog ob pawg: kev kuaj mob yuam kev raws li cov qauv lej thiab cov kev kuaj mob yuam kev raws li kev txawj ntse. Txoj kev kuaj mob txhaum cai raws li neural network thiab cov ntaub ntawv fusion technology piav qhia txog cov hauv paus ntsiab lus ntawm neural network thiab cov ntaub ntawv fusion. Nyob rau tib lub sijhawm, cov piv txwv ntawm kev kuaj mob txhaum cai raws li neural network thiab kev kuaj mob txhaum cai raws li pov thawj txoj kev xav tau muab.

Lub neural network ntawm saw phaj conveyor tuaj yeem muab faib ua ob pawg raws li kev sib txuas sib txawv ntawm cov neurons: tawm tswv yim-dawb rau pem hauv ntej network thiab kev sib koom ua ke network. Cov kev tawm tswv yim-dawb rau pem hauv ntej network muaj cov txheej txheem nkag, txheej nruab nrab thiab txheej txheej tawm. Cov txheej txheem nruab nrab tuaj yeem tsim los ntawm ob peb txheej, thiab cov neurons hauv txhua txheej tsuas tuaj yeem tau txais cov txiaj ntsig ntawm cov neurons hauv txheej dhau los. Nws tuaj yeem muaj kev sib txuas ntawm ob lub neurons hauv kev sib txuas hauv lub network, thiab cov teeb liab tawm tswv yim yuav tsum tau rov xa rov qab mus rau ntawm cov neurons. Tom qab ob peb qhov kev hloov pauv, cov saw conveyor nyhav rau qee lub xeev ruaj khov lossis nkag mus rau lub sijhawm oscillation thiab lwm lub xeev.