Gyinabea fotufo a okyere clipboard sua atenae 250 wo donso biako mu. Drone a AI wo mu de ne ho kata atenae 6,000 wo bere koro no mu, na onkan sraa biara basabasa da.
Gyinabea ne kwan so adesua de nsa so akwan adi dwuma mfe du du ahorow: nnipa a worekan ahyehyede de kan krataa, mframa ntampa a eda akwan so, ne trama a wode asie simenti mu. Saa nnwinnade yi ye nwini, ne ho hwedi ye den, na eye data a abere ansa na amaneboo no awie. Drone so AI kan de ewim mfonini a ema nokware a esi hene ne hene sesa clipboard adesua ananmu wo bere tiawa mu.
Clipboard ho haw no
Tete gyinabea adesua taa ka nnipa a wonante wo ahyehyede a woagyina hene hene mu na wokyerew srade so krataa anaa tablets so. Se DataTerminal 2025 adesua kwankyere di no, nsa so akwan nya nokware a esi 80 ne 85% ntam. Adesua yeni hwehwe din wo gyinabea akese mu, wode mfomso twam sraa ho, na won nsa ka ho den se wobenya nsakrae data efise wobetumi atra baabi biako pe wo bere biako mu.
Mframa ntampa ne trama ma adwuma a eye ne ho, nanso wokan ahyehyede wo ntentenso a woasisi ho nko, enye gyinabea no nyinaa. Wontumi nka wo se atenae bene na emu ye ma, ahyehyede biara agyina bere tenten sen, anaa se gyinabea a ne mu atenae ye 3,000 no ntwea atwam. Nea efi mu ne se gyinabea adesua dodow ye afe biako anaa mprenu, na eye srade a entu wo nsakrae mu nhyehyee ho mfonini a entu.
Senea ewim ahyehyede kan ye adwuma
Adwumayedie no ye mmerewho: tu, fa mfonini, hu, bo amanee.
Drone dwumadini tu adetofoo UAV - DJI Mini 3 anaa bi a ese saa - na otu grid nhyehyee so wo beae a wode ani si so no atifi wo metre 30 ne 60 ntam. Drone no fa mfonini a ano ye den wo bere a edi nsee, na ede ne ho kata sraa ne twea biara a ewo gyinabea no mu.
Wofa mfonini no de kye AI hu model, a taa gyina YOLO nhyehyee so. MDPI adesua a woyee wo 2026 de YOLOv11 dii dwuma wo DJI Mini 3 mfonini so na enyaa nokware ne nkaee a eye den bere a odi kan bere a eye mfoni dodow a efata bere ankasa mu adwuma yede. Model no hu ahyehyede, hyeta obiara ho agyirae, na ode dodow a woakan nyinaa ne gyinabea no ho mfonini nhyehyee di dwuma.
Parkalytics, drone so gyinabea nhwehwemu kompani, ka se dwumadini biako sua atenae kosii 6,000 wo donso biako mu - bere 23 sen clipboard adesua. Won machine learning pipeline dan mfonini foforo no kye srade a esi hene ne hene, bere a wobu, ne nsakrae nhwehwemu.
Nokware: nea noma no ka
AI ahyehyede kan a efi ewim mfonini mu daa di nsa so akwan so nkonim. Nhyehyee a eye ne ho di nokware a esi 95 ne 99% ntam, se wode toto 80 ne 85% a clipboard adesua nya ho. Tokuru no tre wo gyinabea akese ne nea emu ye den mu a nipa adesua yeni hwehwe sraa anaa wode mfomso twa ahyehyede a ewo sum mu ho.
CARPK benchmark data set no mu wo ahyehyede a woahyeta ho agyirae a esi 90,000 a ewo gyinabea nan mu a drones de mfonini faa wo metre 40 a esi bere so. YOLO nkoraa a aye foforo nya Average Precision a esi 92.4% wo kwan so data sets so, na YOLOv8 a ByteTrack tracking ka ho nya kan nokware a esi 97.6% a esi mfonini 20 so wo seconds biako mu.
AI a edi dwuma automatic gyinabea adesua twa data boaboa ano bere so 90% se wode toto nsa so akwan ho, bere a ema nokware fi 80-85% range mu ko 95-99%. Nnwumabea a wode nokware srade hwehwe daa ma adwuma yede pa 35% wo nsesemu mu.
Etra kan ho ko: nhyehyee ne nsakrae
Ahyehyede kan ye ahyease nko. AI models koro no ara a ehu ahyehyede no betumi akyekyem won se abirede na adi nsakrae a gyinabea no ye wo bere mu ho dwuma.
AI kyere nsonsonoe a eda ahyehyede, nkaa akese, abontenpraka, ne abusua hyehyede ntam fi ewim mfonini mu. Saa data yi boa nhyehyee yeni ma wobeye atenae akese, abontenpraka ntentenso, ne nneema yi atenae a egyina dwumadi ankasa so.
Se wofa mfonini a wode bere ntam toto ho a, AI bu bere a ahyehyede biara tra. Eyi da adi se gyinabea no som adeto yeni a bere sua anaa nnipa a woko adwuma da nyinaa.
Nsakrae kwan - mpem ahe na atenae biara sesa nsa wo da mu - ho hia pa ara ma aguadie gyinabea ne kurow mu meters. Drones fa saa data yi a ede ne ho kata gyinabea no nyinaa so.
Adesua a woye bio bio gye bere mu data a eda spitsure, bere mu nhyehyee, ne senea wonam gyinabea a wonnam so pii adi no ankasa mu.
Dwumadi akwan: fi kurow aban mu ko wimhyen mu
Wo Breckenridge, Colorado, Parkalytics suaa gyinabea atenae 3,000 wo kurow no nyinaa mu de drone tu nnafua mmienu mu. Srade a efi hene ne hene mu no maa kurow no gyinabea nhyehyee ho nsem a emu dodo a anka clipboard adwuma de nnawotwe beye.
Kurow nhyehyee ne dwumadi a wode di dwuma pin, nanso dwumadi akwan no tra ho ko. Wimhyen nnipa hwehwe gyinabea a bere tenten ne bere tiawa mu de penkye akwan yede. Aguadie asikani de gyinabea srade ne anammontena data bata. Dwumadi nnwumabea de ewim kan a ebi nnwuma ansa na ebi nnwuma akyi di nnipa a wobae ho adanse. Kwan so nhyehyefo sua akwan a tete akonta nhyehyee nni mu mfaso.
Kokoamsiesie mfaso
Adanse a emu ye den pa ara a ema drone so adesua ne nea wonfa. Wo metre 30 ne 60 atifi, mfonini kyere ahyehyede su ne ntentenso nanso entumi nkenkan noma plate anaa anim. Parkalytics di adanse se won adesua boa data a wobetumi de ahu onipa biara ano boaboa, na wotwam asemmone a efiri asase so cameras, ALPR systems, ne Bluetooth tracking ho.
Ma kurow nhyehyefo a wode ani si oman adwene so no, eyi ho hia. Drone adesua kan ahyehyede a wonhwe nnipa so.
Mfonini kese no: kurow a enim nyansa data
Wosusuw se gyinabea a enim nyansa aguadie befi $8.5 billion wo 2023 ako $35 billion a etra so wo 2028. AI ahyehyede kan ye teknoloji titire a ema eyi yede. Nhwehwemu a egyina AIoT kwan so adesua kyere se AI a esesa ne ho signal control di tete kwan so kanea a entu so nkonim 34%, na ete ntentenso a ewo nkwantanan a ano ye hyew so so. Drone adesua ma srade a edi nokware a eciyar apps, dashboards, ne ntentenso models.
Asee a eto ase
Gyinabea ne kwan so adesua nhia se enye nwini, eye bo anaa enye nokware. Adetofoo drone, AI model a woatetee, ne dwumadini biako betumi asua atenae mpem wo donso biako a emu doso a ne nokware sen clipboard adesua biara.
Bere foforo a ehia se wuhu senea gyinabea no aye ma, bere a ahyehyede tra, anaa atenae bene na wonnam so da no, ma drone fo soro. Data no besi wo screen so ansa na tete adesua yeni awie won sraa a edi kan no.