kev kawm tshuab & mov saw hlau
Txheej txheem cej luam:
Hnub no tus neeg tsis mloog hais thiab txoj kev lag luam ntiaj teb, Nws nyuaj heev ua ib txhim khu kev qauv forecasting qauv hauv mov saw hlau. Feem ntau cov forecasting txheej txheem ua disappointing soj ntsuam. Cov hauv paus hniav ua rau cov yuam kev no feem ntau pom muaj nyob rau hauv cov kev kawm uas siv rau cov qauv qauv. Cov qauv qub yog tsis tsim los kawm txuj yus cov ntaub ntawv thiab kev txiav txim siab. Li ntawd, nws yuav obsolete thaum cov ntaub ntawv tshiab tuaj cuag thiab forecasting yog undertaken. Cov lus teb rau qhov teeb meem no yog 'tshuab kawm', uas yuav pab saw hlau forecast npaum thiab tswj nws kom zoo.
Npaum li cas saw hlau tej hauj lwm?
Tus saw hlau Ib lub tuam txhab yog tswj los ntawm nws cov mov saw hlau tswj lawv. Ua tau, Mov saw hlau ua haujlwm tswj qhov no txawv hom khoom nyob rau hauv ib lub lag luam. Nws kuj yuav koom tes rau hauv cov ntaub ntawv nyob rau hauv cov inventory. Li ntawd, mov saw hlau tswj yog lub tswv yim npaj, tswj thiab tiav txhua hnub saw hlau uas aims zoo rau cov lag luam zoo thiab cov neeg siab pheej yig, Thaum negating tsis zoo ntawm cov khoom, tag nrho cov nodes ntawm lub lag luam.
Dab tsi yog cov ntsiab lus ntawm cov ntsiab lus mov saw hlau?
Tus forecasting ntawm zov yog ib qhov yooj yim tshaj plaws ntawm mov saw hlau. Tam sim no lub tshuab forecasting feem ntau piv txwv li cov neeg siv uas tsis ncaj ncees lawm, lawv ua rau ntxa economical yuam kev. Nws txawm tias kom to taub txog qhov hloov cov qauv tom khw thiab lag luam fluctuations. No hampers nws lub hwj huam kom vam meej tiam sis lag luam tiam sis muab ib tug ntog accordingly.
Feem ntau, vim yog tus thov forecasting kev txwv; Lub tswv yim npaj pab neeg yuav tau pov tseg. Lawv kiam cov nom tswv rau lawv tsis txaus siab rau txoj kev txhim kho txoj kev npaj. No sib tw arises vim yog cov Disease fact tias cov ntaub ntawv sau los ntawm cov neeg zov me nyuam yog qhov ntau dua thiab ntau txoj. Dhau, nws yuav tau txhais tau yooj yim heev. Txawm li cas los, nrog cov ntaub ntawv tshiab cim tshuab los nyob rau hauv, Lawv kuj yog txoj heev thiab yuav luag tsis tswj nrog lub tshuab uas twb muaj lawm.
Dhau, Tus zov yuav tau yooj yim calculated uas siv ib tug yooj yim yooj yim thov. Tab sis tam sim no, thov paub los fluctuate ntawm cov ntawv ceeb toom tsis ntev heev thiab li no, ntaub ntawv keeb kwm siv.
Txoj kev kawm tshuab yuav pab tau?
Tej teeb meem no, hais los saum no, Tsis tau solved los ntawm tsoos algorithms vim lawv fluctuations. Txawm li cas los, nrog kev pab cov kev kawm tshuab, Tuam txhab uas muag tau yooj yim tau yooj yim rau lawv. kev kawm tshuab Yog ib hom tshwj xeeb hom tshuab los ntawm qhov uas lub computer lawv yuav kawm tau ntau yam los ntawm cov ntaub ntawv muab. Nrog kev pab los ntawm kev kawm tshuab, Tuam txhab uas muag tau qauv muaj haib algorithm uas yuav mus nrog rau cov txaus ntshai ntawm lub lag luam. Tsis zoo li algorithms, Kev kawm los ntawm cov lag luam scenario thiab yuav tsim tau ib qauv dynamic.
Tseem, los ntawm kev kawm tshuab, Lub tshuab computer yuav ua tau refine tus qauv tsis muaj kev pab los ntawm tej tib neeg beings. Qhov no txhais tau tias ua ntau cov ntaub ntawv yuav nkag mus rau lub tshuab kawm lub reservoir, Nws mam li ua intelligent thiab cov ntaub ntawv yuav ua ntau tswj thiab yooj yim rau txhais lus.
kev kawm tshuab kuj tseem integrate nrog cov ntaub ntawv loj cov ntaub ntawv xws li kev tawm, Ciaj uas muag thiab lwm yam kev siv Internet raws li qhov chaw. Qhov no yog kom deb li deb tsis tau los tam sim no npaj lub nruab. Nyob rau hauv nqe lus yooj yooj yim, Qhov no txhais tau tias tuam txhab uas muag tau siv cov ntaub ntawv los ntawm lwm cov chaw uas muaj generated los ntawm cov kev pab. Cov ntaub ntawv no muaj xws li cov ntaub ntawv los ntawm kev sib tham thiab hauv internet marketplaces. Cov ntaub ntawv no yuav pab rau lub tuam txhab paub tshiab tshiab zoo li advertising thiab siv tawm los txhim kho qhov muag khoom thiab kuj pab kom nkag siab txog lawv kom zoo dua thiab disadvantages.
Yuav tsum nyeem – Tej yam yuav Artificial txawj ntse thiab kev kawm tshuab hauv SEO
Qhov txhim kho qhov chaw txhim kho yog dab tsi?
Muaj ntau qhov chaw uas tshuab kawm siv tau rau kev txhim kho. Txawm li cas los, Muaj peb qhov chaw uas tsoos txoj kev npaj cov txheej txheem tsim teeb meem. Cov teeb meem no thiab txoj kev txhim kho cov kev soj ntsuam los ntawm kev kawm tshuab kawm hauv qab no:
Npaj lub pab (team) teeb meem
Feem ntau, Npaj kev paab siv cov qub forecasting txheej txheem, uas tau koom tes nrog lub cev evaluating tag nrho cov ntaub ntawv. Txoj kev no yog ib lub sij hawm haus, thiab qhov no kuj tsis yog txaus. Hom teeb meem no tsis tsuas txo tus neeg ua hauj lwm morale, tab sis kuj hampers txoj kev loj hlob ntawm lub tuam txhab. Txawm li cas los, kev kawm tshuab, Lub kaw lus yuav siv ntau yam raws li lawv tej ntaub ntawv raws li cov ntaub ntawv, thiab ua ib tug qauv mas. Cov qauv no yuav siv tau los ntawm cov planners rau ntau zoo npaum li cas thiab lawv tsis coj ntau lub sij hawm ntau zaus. Tseem, tus planners yuav txhim khu cov qauv txawm ntau los ntawm lawv tej yaam puab paub.
Yuav tsum nyeem – Cov ntaub ntawv kev kawm thiab R-wb tshawb
Kev ruaj ntseg Tshuag theem
Nrog cov kev npaj rau kev phooj ywg, Lub tuam txhab muaj kom nws muaj kev ruaj ntseg-Tshuag theem ze li ntawm txhua lub sij hawm. Txawm li cas los, Kev kawm tshuab yuav pab tau koj los ntawm ntau ntau yam rau kev ruaj ntseg optimum ruaj ntseg.
Phem npaj rau kev muag khoom thiab kev zov me nyuam ntawm lub tuam txhab
Yog hais tias cov forecast los ntawm koj tus S&OP (muag khoom thiab kev npaj ua haujlwm) pab neeg no unsatisfactory thiab tsis muaj, los yog tsis yooj ywm txaus kom pab tau raws li lub lag luam behaviour, ces tej zaum koj yuav tsum paub tias nws yog lub sij hawm mus upgrade lawv. Lub tshuab kawm pom ib zoo meej siv no, Thaum nws yuav ua kom zoo tshaj ntawm forecasting los ntawm kev kawm lub lag luam tam sim no tiam sis sib txawv ntawm cov ntaub ntawv. Yog li, Kev kawm ua hauj lwm yuav ua tau kom lub chaw ua hauj lwm ntawm S&OP ntau yooj yim.
Tag nrho cov cheeb tsam muaj ib tug tau kev txhim kho thiab cov loopholes yuav tau ua tus sau los ntawm cov txheej txheem kev kawm tshuab. Kev kawm yuav overhaul kiag li cov architecture ntawm cov mov saw hlau tswj ib lub tuam txhab. Ntau tuam txhab uas muag twb pib siv nws, thiab lawv nrhiav tau tias lawv npaj faib yog ib tug ntau khees me ntsis lawm ib dua ua ntej.
Qee yam uas xyaum siv
Vim muaj ntau kom zoo dua kev kawm nyob rau hauv zov forecasting, siv ntau hom teb. Txawm li cas los, Lawv tsis tau hloov lawv lub cev kawm ones. Lawv siv tshuab kev kawm alongside sab alongside sawv daws yuav. Lub tshuab kawm npog cov loopholes ntawm lub nruab txojsia thiab txhim khu cov kev kawm. Qee yam piv txwv qhia tej zaum yuav muab hauv qab no.
Yuav tsum nyeem – Convolutional Neural Network (CNN) & nws yuav siv hauv nab hab sej
granarolo
Qhov no yog ib qho italian niaj hnub tuam txhab uas puas tau ntau promotions ua ntau promotion loj combinations. Tus thov hlob txog 30 zaug lub hauv paus muag. Nrog lub tshuab kawm, Lawv forecasting accuracy loj hlob txog 5 feem pua. Tseem, tus me nyuam lub sij hawm muaj tau tsis yooj yim los ntawm ib nrab ntawm lub sij hawm tseem cia nrog. Qhov no muaj ua rau cov neeg siab phem txaus siab ib yam nkaus thiab.
Pab Pawg Neeg Danone
Qhov no yog raws li nyob rau Fabkis thiab muag ntau hom khoom. Dhau, promotional muaj tshwm sim kom tau 70% muaj tseeb rau lub tuam txhab, uas yog ib tug poob zoo kawg thiab. Txawm li cas los, nrog rau kev siv lub tshuab kawm nyob rau hauv nws txoj kev npaj architecture, Nws tau pom muaj ntau txoj kev txhim kho rau ob yam muag khoom thiab forecasting.
Lennox International
Lennox yog ib lub tuam txhab U.S. tuam txhab uas raug txias thiab cua sov li. Nws muaj kuj tau muab thoob plaws hauv lub North America. Li ntawd, thiaj li yuav muab tag nrho cov neeg siab txaus siab, Thaum uas daws tau qhov no, Lennox ces integrated tshuab kawm nrog nws cov forecasting architecture. Qhov no pab lub tuam txhab los siab automate nws txoj kev npaj txoj kev.
Yuav tsum nyeem – AI thiab chav kawm ntawv – Lub Tshuab Kawm nyob rau hauv kev kawm ntawv
Xaus
kev kawm tshuab, yog hais tias yuav tau ua raws li qhov chaw zoo thiab lub sij hawm, yuav pom zoo heev rau cov mov saw hlau ntawm lub tuam txhab. Nws yuav pab kom zoo meej qauv rau kev thov forecasting thiab kuj yuav ua rau lub chaw ua hauj lwm ntawm lub tuam tsev pab tswv yim yooj yim. Koj tsis tas yuav hloov lub kaw lus kiag li tam sim no, tiam sis nws yog kom paub tseeb tias nyob rau yav tom ntej heev, Txhua mov saw hlau yuav siv tshuab kawm kom lawv forecasting muaj peev xwm los ntawm cov creation ntawm dynamic qauv uas yuav tau muab kho dua tshiab los ntawm lub tshuab kawm ntawv. Tseem, Cov ntaub ntawv loj yuav tau scanned txhij txhua rau cov lus qhia. Li ntawd, Lub tshuab tshiab no yuav pom los ua ib tug neeg indispensable cuab yeej rau cov lag luam.
