Kuphunzira kwa makina kukukhala chida champhamvu kwambiri chomwe chikupezeka kwa akatswiri a CAD, kuthandiza kuyendetsa ntchito zobwerezabwereza, kukonza mapangidwe, ndikufulumizitsa ntchito zauinjiniya. Kwa akatswiri a CAD, ndi gawo lalikulu lotsatira pakupanga ndi uinjiniya. Zimapitirira kwambiri zolemba zosavuta ndi ma macros, kubweretsa luso lanzeru lochita zinthu zokha komanso luso lochokera ku data. Mukabweretsa ML mu ntchito yanu, zimatha kusintha momwe mumagwirira ntchito chilichonse, kuyambira ntchito za tsiku ndi tsiku mpaka zoyeserera zovuta. Izi zimakumasulani kuti muganizire kwambiri malingaliro atsopano.
Ngati mwakonzeka kuyang'ana mopitirira muyeso ndikuwona momwe ML imagwirira ntchito, bukuli lidzakuwonetsani momwe ikusinthira dziko la CAD ndi zomwe mungachite kuti muyambe kuigwiritsa ntchito bwino.
Kuchita Zochita Zobwerezabwereza za CAD
Wopanga aliyense amadziwa kupweteka kwa ntchito zobwerezabwereza komanso zotsika mtengo. Ganizirani zoyeretsa mawonekedwe a zinthu zomwe zatumizidwa kunja, kuwonjezera ma fillets ndi ma chamfers wamba, kapena kupanga ma 2D drawing views. Ngakhale kuti ma script amatha kupanga masitepe okhazikika, kuphunzira kwa makina kumatenga zinthu zambiri. Chitsanzo cha ML chingaphunzire kuchokera ku zomwe mudachita kale kuti muganize zomwe muchita pambuyo pake.
Mwachitsanzo, njira yogwiritsira ntchito ma algorithm ingayang'ane mapangidwe anu akale ambirimbiri kuti idziwe momwe mumachitira ndi mavuto ena a geometric kapena kuyika ziwalo zokhazikika. Pakapita nthawi, imatha kuyamba kupereka malingaliro kapena ngakhale kupanga zochita izi molondola kwambiri. Zili ngati kukhala ndi wothandizira wanzeru yemwe amamvetsetsa kapangidwe kanu. Makampani akuluakulu a mapulogalamu akuyang'ana kale njira zophatikizira Forge ndi Machine Learning kuti athetse mavuto amenewa, kusintha maola ambiri a ntchito yosasangalatsa kukhala mphindi zochepa chabe.
Kumanga Ukatswiri Wanu wa ML
Kusewera ndi zinthu za ML mu pulogalamu yanu ya CAD ndi chiyambi chabwino. Koma kuti mupindule kwambiri, muyenera kumvetsetsa mfundo zoyambira. Izi sizikutanthauza kuti muyenera kukhala katswiri wa mapulogalamu nthawi zonse. Komabe, kumvetsetsa momwe ma algorithms amaphunzirira kuchokera ku deta ndikofunikira kuti muwagwiritse ntchito bwino mu uinjiniya.
Kupanga ukatswiri uwu kumatanthauza kupitirira maphunziro osavuta ndikuyamba kuphunzira mwadongosolo. Mukamvetsetsa malingaliro monga ma neural network, regression, ndi classification, mutha kusankha njira yoyenera ya ML pamavuto enaake opanga. Pamene kuphunzira kwa makina kukukulirakulira mu mapulogalamu auinjiniya, kumvetsetsa mfundo zomwe zili kumbuyo kwa machitidwe awa kukukhala luso lofunika kwa akatswiri a CAD. Ngati mukufunadi kukhala mtsogoleri m'munda watsopanowu, kupeza digiri ya masters yaukadaulo wochita kupanga kungakupatseni chidziwitso chofunikira chomwe mukufuna. Izi zikuthandizani kupanga ndikugwiritsa ntchito mayankho a ML apadera pakupanga ndi njira zopangira zovuta. Ukatswiri wamtunduwu ndi womwe umasiyanitsa anthu omwe amangogwiritsa ntchito zida za ML ndi omwe amapanga mayankho oyendetsedwa ndi ML.
Zosankha Zopangidwa ndi Data
Chimodzi mwa zinthu zosangalatsa kwambiri zomwe kuphunzira kwa makina kumabweretsa ku CAD ndi kapangidwe kopanga. Izi zimasinthiratu njira yodziwika bwino yopangira. M'malo mopanga chinthu kenako nkuchiyesa, mumayamba ndi kufotokoza vutolo. Mumayika magawo monga zipangizo, momwe chidzapangidwire, katundu womwe ukufunika kuthana nawo, ndi malire a ndalama.
Kenako njira ya ML imafufuza njira iliyonse yomwe ingatheke, ndikupanga njira zambirimbiri zopangira mapangidwe zomwe zikugwirizana ndi zomwe mukufuna. Izi zimakupatsani mwayi wopeza njira zopangira komanso zosayembekezereka zomwe wopanga anthu sakanaganizapo. Ndi chitsanzo champhamvu cha njira yodzipangira yokha kwa akatswiri a CAD . Udindo wa wopanga umasintha kuchoka pa kujambula zinthu kupita kusankha njira zabwino kwambiri zopangira. Mumatsogolera njira ndikupanga zisankho zomaliza zopangira komanso zanzeru kutengera malingaliro othandizidwa ndi deta.
Kukonza Kuyerekeza ndi Kusanthula
Kusanthula kwa Finite Element (FEA) ndi Computational Fluid Dynamics (CFD) ndi zamphamvu kwambiri, koma zimadziwikanso kuti zimagwiritsa ntchito zinthu zambiri komanso zimatenga nthawi yayitali. Kugwiritsa ntchito njira imodzi yokha yoyeserera kungatenge maola kapena masiku, zomwe zimachedwetsa njira yopangira.
Kuphunzira kwa makina kumapereka njira yofulumizitsira izi kwambiri. Mwa kuphunzitsa chitsanzo cha ML pazotsatira kuchokera ku zoyeserera zakale, mutha kupanga chida chomwe chimaneneratu zotsatira za kusanthula nthawi yomweyo za mitundu yatsopano ya mapangidwe. "Chitsanzo chowonjezera" ichi sichilowa m'malo mwa zoyeserera zatsatanetsatane. M'malo mwake, chimagwira ntchito ngati cheke choyamba mwachangu. Chimakulolani kufufuza zosintha zambiri za kapangidwe mwachangu, ndikusunga kusanthula kwathunthu komanso mwatsatanetsatane kuti mupeze malingaliro abwino kwambiri okha.
Zida Zothandiza za ML kwa Opanga
Kuphunzira kwa makina sikungokhala chiphunzitso chabe; kwapangidwa kale m'zida zambiri zomwe mwina mumagwiritsa ntchito. Njira yabwino yodziwira momwe zimakhudzira ndikuyesera nokha.
- Autodesk Fusion 360: Malo ake ogwirira ntchito opanga mapangidwe ndi chitsanzo chabwino cha momwe ML ikugwira ntchito. Imalola ogwiritsa ntchito kuzindikira mavuto ndikupeza zotsatira zabwino kwambiri pakupanga.
- MA SOLIDWORKS: Zinthu monga "Selection Helper" zimagwiritsa ntchito makina ophunzirira kuti aganizire zinthu zina zomwe mungafune kusankha kutengera zomwe mwasankha poyamba.
- nTopology: Nsanja iyi idamangidwa kuyambira pachiyambi pogwiritsa ntchito njira zamakono zowerengera, pogwiritsa ntchito ma algorithms kuti apange zida zovuta komanso zogwira ntchito bwino zomwe sizingatheke kupanga ndi manja.
- PTC Creo: Kuwonjezera kwa Creo Generative Topology Optimization kumapereka mphamvu zofanana, kuthandiza mainjiniya kupanga mapangidwe abwino azinthu kutengera zolinga ndi malire ogwira ntchito.
Kuyang'ana zinthu zomwe zimagwiritsa ntchito ML mu pulogalamu yanu yomwe mumakonda ndiyo njira yachangu yoyambira kugwiritsa ntchito njira zamakonozi pantchito yanu yatsiku ndi tsiku.
Kukhala katswiri pa kuphunzira makina kukukhala luso lofunika kwambiri kwa opanga ndi mainjiniya. Mwa kupanga ntchito zosasangalatsa zokha, kugwiritsa ntchito deta popanga zisankho zatsopano, komanso kufulumizitsa kusanthula, kumakupatsani mwayi woyika ukatswiri wanu pamalo ofunikira kwambiri: kupanga zinthu zabwino.
