Ni fɛnw dilancogo cakɛdaw bɛ ka taa ɲɛ ka taa nɔgɔya ni teliyaba la, fɛnmarayɔrɔw, n’o ye yɔrɔ koloma ye min bɛ fɛn dilanni ni tilali cɛsiri, o bɛ k’a ka baarakɛcogo misali wuli ka bɔ baarakɛcogo la min bɛ yɔrɔ kelen na, ka taa sigida caman ka jɛkafɔ jugumanba la. Fɛnmarayɔrɔw jɛ-ka-baara hakilitigi, min bɛ tali kɛ kunnafonidilanw ni ɲɔgɔn cɛ, o bɛ moduluw siri ɲɔgɔn na cogo la min bɛ kɛ i n’a fɔ Warehouse Management Systems (WMS), Automated Storage and Retrieval Systems (AS/RS), picking systems, material handling systems, ani Enterprise Resource Planning (ERP) walasa ka closed-loop ecosystem of jɔ "perception-decision-execution-feedback," ka kɛ sira jɔnjɔn ye walasa ka ɲɛtaa bɛɛ lajɛlen kɛ fɛnw dilancogo ɲuman.
Laadalata fɛnmarayɔrɔw la, a ka c’a la, sigida kelen-kelen bɛɛ bɛ baara kɛ a yɛrɛma, o bɛ na ni kunnafonidilanw falenfalenni ye min bɛ mɛn ani min tɛ bɛn ɲɔgɔn ma, o bɛ na ni nɔgɔya la ka kɛ sababu ye ka fɛnw marayɔrɔw kunnafoniw tiɲɛ, ka baarakɛcogo cikanw sɔsɔ, walima ka nafolo bolodacogo ɲuman sɔrɔ. Fɛnmarayɔrɔ hakilitigiw ka jɛ-ka-baara ka ɲɛtaa fɔlɔ bɛ kunnafoniko gɛlɛyaw tiɲɛni na, ka WMS fɛnmarayɔrɔw sɛgɛsɛgɛli kɛ waati lakika-labɔli la, AS/RS sigiyɔrɔ cogoya, ka sistɛmu yamaruya ɲɛtaa ta, ani ka fɛnw ɲɛnabɔ minɛnw sigiyɔrɔ kunnafoniw na kunnafonidilanw ni kumaɲɔgɔnya protocoles kelenw sababu fɛ. Misali la, ni WMS ye feereli yamaruya sɔrɔ, a bɛ se ka don/bɔ cikanw di AS/RS ma waati kelen na ani ka fɛnw cili baara ci fɛnw ɲɛnabɔcogo la (i n’a fɔ AGVw). O waati kelen na, picking system bɛ "goods-di-mɔgɔ" baarakɛyɔrɔw tila a yɛrɛma ka da komandi sigicogo kan. Jɛɲɔgɔnya kelen-kelen bɛɛ bɛ jaabi di ɲɔgɔn ma ani cogo la min tɛ fɛn tiɲɛ, o bɛ yamaruya dafacogo surunya kosɛbɛ.
Baarakɛɲɔgɔnya baarakɛcogo ɲuman fana bɛ tali kɛ algorisimu ka diɲɛ kɔnɔ ɲɛtaa sekow la. Laadalata misaliw la, sigida kelen-kelen bɛɛ bɛ latigɛw kɛ ka da sigida kunnafoniw dɔrɔn kan, o bɛ na ni nɔgɔya la "local optima, global suboptimal" sɔsɔli ye. Hakililajɛ jɛ-ka-baara bɛ baarakɛcogo ɲinini ɲɛnabɔli algorisimuw ni hakililata misaliw don senkan, ka depo nafolo (yɔrɔw, minɛnw, baarakɛlaw) bɛɛ lajɛlen minɛ, ka jateminɛ kɛ kosɛbɛ fɛnw na i n’a fɔ komandi fɔlɔ, minɛnw doni, ani siraw kɛlɛli walasa ka baara bolodacogo ɲuman labɛn ni fanga ye. Misali la, e-jago laseli waatiw la, algorisimu bɛ se ka komandiw kuncɛlenw fɔ, ka kɔn-feerefɛn ɲumanw tilatila yɔrɔw la minnu bɛ kurunbonkariyɔrɔ kɛrɛfɛ, ani ka AGV caman boloda walasa u ka baara kɛ ɲɔgɔn fɛ, ka mɔgɔw bali ka ɲɔgɔn sɔrɔ ɲɔgɔndan kelen na ani ka dɔ fara baarakɛcogo bɛɛ kan ni 30% ni kɔ ye.
O tɛmɛnen kɔ, nizɛri filaninw ka fɛɛrɛbɔ bɛ yecogo ni seko ni dɔnko di ka kɔn-simulatigɛ ɲɛ jɛkafɔ kama. Ni u ye fɛnmarayɔrɔw ka miirili lakika dɔ jɔ, ɲɛmɔgɔw bɛ se ka baarakɛcogo dɔw ladege yamaruya sigicogo wɛrɛw kɔnɔ, minɛnw dɛsɛw, walima baarakɛcogo ladilanni yɔrɔ nizɛri kɔnɔ, ka jɛkafɔ fɛɛrɛw nafa sɛgɛsɛgɛ. Misali la, sanni ka fɛn kuraw daminɛ, u maracogo n’u tacogo bɛ se ka ladege walasa ka fɛnmarayɔrɔw labɛncogo ni minɛnw paramɛtiriw ɲɛ, ka i yɛrɛ tanga ladamuni koɲɛw ma baarakɛcogo yɛrɛ la ani ka dɔ bɔ kɔrɔbɔli-ni-fili musakaw la.
Lakanali ni muɲuli ye garanti nafamaw ye jɛkafɔ siratigɛ la. Baarakɛɲɔgɔnya hakilitigi bɛ lakana rezow jɔ min bɛ se ka kɛ fɛn caman ye, ni porogaramuw-dafalen yamaruyaw ɲɛnabɔli ye, fɛnɲɛnamafagalan-dakunw ka ɲɔgɔndan kɔlɔsili kɔlɔsili, ani kunnafonidilanw-dakun sirilenw cili fɛ. O waati kelen na, modulari dilancogo b’a to sistɛmu wɛrɛw bɛ se ka baara ta joona ni sistɛmu kelen dɛsɛra, o bɛ kɛ sababu ye ka fɛnmarayɔrɔw baara kɛ cogo la min tɛ tigɛ.
Sisan, fɛnmarayɔrɔ hakilitigiw jɛ-ka-baara bɔra fɛɛrɛko hakilina na ka taa baarakɛcogo belebeleba-la, min b’a jira ko nafa caman bɛ e-jago la, feerelikɛyɔrɔw la, ani fɛn dilanni na: fɛnmarayɔrɔw tiɲɛni cayara ka tɛmɛ 99,9% kan, minɛnw baaracogo ɲɛnabɔra ni 25% ye, ani komandi jaabi waati surunyara ni 40% ye. Don nataw la, ni 5G, edge computing, ani generative AI jɛli ye ɲɔgɔn kan, jɛkafɔ bɛna taa ɲɛ ka taa « anomaliya dɔnni yɛrɛmahɔrɔnyalen ni fɛɛrɛw ladilanni » hakɛ sanfɛ, ka to ka fɛnw dilancogo ka teliya seko bɔ kɛnɛ kan ani ka ɲɔgɔndan barika jɔnjɔn jɔ baarakɛda ninnu ye sugu la min tɛ sigiyɔrɔ sɔrɔ.
