Gonar hasken rana da aka gama tana kama da wuri mai natsuwa daga shinge: layuka madaidaiciya, gilashi shuɗi, hanyoyin tsakuwa masu tsabta. A allon manajan aikin kuwa, matsalar inventory ce mai rai. An saka duk modules? Wane layi ne ke da panel da ya bace? Hoton mika aiki ya dace da jerin kayan aiki?
Kirga panelan hasken rana ita ce amsa mai amfani. IEA ta ruwaito kusan 700 GW na karin karfin makamashi mai sabuntawa a 2024, kuma solar PV ya kawo fiye da kashi uku cikin hudu na wannan karuwa. Idan wurare suna girma da sauri haka, zagayawa da hannu a layuka da alama a spreadsheet ba su isa ba. Hoton drone tare da AI counting yana ba crews hanya mai maimaituwa don mayar da hoton fili zuwa module count, duba ci gaba da record da za a iya rabawa.
Me ya sa adadin panel ke sauyawa
PV modules an tsara su su yi kama da juna. Wannan yana da kyau ga samar da wuta, amma yana da wahala ga kirga da hannu. Wuri na 10 MW zai iya samun dubban rectangles a cikin strings da ke kewaye da hanyoyi, inverters, magudanan ruwa da yanayin kasa. Daga kasa, module da ya bace yana boyewa a perspective. A spreadsheet, layin da aka tsallake yana boyewa bayan lambar da aka kwafa. Wannan drift yakan bayyana a construction reporting, commissioning da operations, daidai lokacin da teams ke bukatar lamba da za su amince da ita.
Workflow daga drone zuwa count
Workflow din ya fi full inspection program sauki. Tashi drone kan block daya da consistent grid path. Yi amfani da orthomosaic ko hotuna masu kyau da overlap. Bari model ya gano individual panel rectangles. Raba detections ta row, string ko inverter block. Duba misses da false positives, sannan export count tare da marked source image. Manufa ba lambar sihiri ba ce. Manufa ita ce count da field lead zai iya verify ba tare da ya bi kowane aisle ba.
Field checklist
- Tashi kusa yadda kowace module edge za ta fito fili, ba kawai duhun layi ba.
- Rike camera kusa da straight down gwargwadon yadda site ta bari.
- Guji glare mai karfi; hasken safe ko yamma yakan sa panel edges su fi bayyana.
- Dauki full rows da overlap don kada edge panels su bace a image borders.
- Kirga da blocks da farko, sannan hada block totals zuwa site total.
Inda AI ke kawo amfani
AI ba ya maye gurbin solar engineers. Yana cire bangaren aiki da mutum ke scroll pattern daya na minti 45 yana fatan bai rasa wuri ba. Wannan ya fi muhimmanci idan count yana tallafawa decision, ba kawai cike report ba.
Kwatanta completed rows da contract milestones kafin crew su bar site, kuma kama missing modules yayin da equipment ke kusa.
Daidaita installed count da design package kuma yi flag gaps kafin owner ya sign off block.
Sake kirga bayan repair, storm ko vegetation clearing ba tare da aika mutane cikin kowane row ba.
Kirga kofar inspection ce
Abin amfani ba total kawai ba ne. Idan kowace module tana da detection marker, kowace panel tana da location a photo. Wannan yana gina base layer don defect review, thermal checks, vegetation issues da cleaning routes. Wani computer vision study ya fitar da PV modules 107,842 daga plants bakwai, ya gina infrared module images miliyan 4.3, kuma ya classify common anomalies 10 da fiye da 90% test accuracy. Kirga shi ne mataki na farko zuwa wannan richer inspection map.
Takaitawa
Gonakin hasken rana an gina su da repeated parts, don haka sun dace da AI counting. Model yana yin patient scanning. Mutum yana duba edge cases kuma yana yanke shawarar ma'anar number. Mafi kyawun sakamako yana fitowa daga wannan hadin: clear drone image, fast first count, da short review na marked panels.
A drone flight na gaba, zabi block daya ka kirga shi daga image kafin kowa ya bi rows. Idan photo ta isa sharp don nuna kowace module edge, tabbas ta isa sharp don reliable count.