{"id":52837,"date":"2019-11-18T00:00:00","date_gmt":"2019-11-17T21:00:00","guid":{"rendered":"https:\/\/prohoster.info\/blog\/blog_prohoster\/primenenie-rpa-v-nauchnyh-i-inzhenernyh-raschetah"},"modified":"2020-02-18T14:00:38","modified_gmt":"2020-02-18T11:00:38","slug":"primenenie-rpa-v-nauchnyh-i-inzhenernyh-raschetah","status":"publish","type":"post","link":"https:\/\/prohoster.info\/cs\/blog\/news\/primenenie-rpa-v-nauchnyh-i-inzhenernyh-raschetah","title":{"rendered":"Pou\u017eit\u00ed RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<h2>\u00davod<\/h2>\n<p>\nVe \u0161kole jsme m\u011bli vy\u0159e\u0161it mnoho podobn\u00fdch p\u0159\u00edklad\u016f, abychom si upevnili znalosti. Neust\u00e1le jsme si st\u011b\u017eovali: co je na tom cenn\u00e9ho? Dosadit dv\u011b nebo t\u0159i hodnoty do vzorce a dostat odpov\u011b\u010f. Kde je zde prostor pro kreativity? Realita se uk\u00e1zala b\u00fdt drsn\u011bj\u0161\u00ed ne\u017e \u0161kola.<\/p>\n<p>Nyn\u00ed pracuji jako analytik v IT. P\u0159ed p\u0159\u00edchodem do oblasti IT jsem pracoval jako in\u017een\u00fdr tepeln\u00e9 techniky, program\u00e1tor CNC a pod\u00edlel jsem se na v\u00fdzkumn\u00fdch projektech. <\/p>\n<p>Na vlastn\u00ed zku\u0161enosti jsem zjistil, \u017ee 95 % pracovn\u00edho \u010dasu in\u017een\u00fd\u0159i a v\u011bdci tr\u00e1v\u00ed takov\u00fdmi \"podobn\u00fdmi\" \u010dinnostmi. V\u00fdpo\u010dty rovnic, kontroly, registrace v\u00fdsledk\u016f, kop\u00edrov\u00e1n\u00ed specifikac\u00ed. Projekt za projektem, experiment za experimentem, den za dnem. <br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nZde je p\u00e1r p\u0159\u00edklad\u016f z m\u00e9 b\u00fdval\u00e9 pr\u00e1ce.<\/p>\n<p>Do roku 2019 jsem vyr\u00e1b\u011bl modely pro termovakuov\u00e9 tvarov\u00e1n\u00ed. Pokud takov\u00fd model obal\u00edte zah\u0159\u00e1t\u00fdm plastem, vytvo\u0159\u00edte produkt, kter\u00fd p\u0159esn\u011b reprodukuje geometrii tohoto modelu. Popis technologie <noindex><a rel=\"nofollow\" href=\"https:\/\/ammat.ru\/production\/vacuum-molding\/\">tady<\/a><\/noindex>.<\/p>\n<p>V procesu v\u00fdroby modelu je pot\u0159eba cel\u00e1 \u0159ada specializovan\u00fdch aplikac\u00ed:<\/p>\n<ul>\n<li>Autodesk Inventor pro 3D modelov\u00e1n\u00ed;<\/li>\n<li>Excel pro export rozm\u011br\u016f polotovaru;<\/li>\n<li>Excel pro v\u00fdpo\u010det n\u00e1klad\u016f na model;<\/li>\n<li>modul HSM pro vytvo\u0159en\u00ed \u0159\u00edd\u00edc\u00edho programu CNC;<\/li>\n<li>soubory syst\u00e9mu po\u010d\u00edta\u010de pro spr\u00e1vu soubor\u016f program\u016f;<\/li>\n<li>prost\u0159ed\u00ed Mach3 pro ovl\u00e1d\u00e1n\u00ed CNC stroje.<\/li>\n<\/ul>\n<p>\nData bylo nutn\u00e9 ru\u010dn\u011b p\u0159en\u00e1\u0161et z jednoho prost\u0159ed\u00ed do druh\u00e9ho, co\u017e byly cel\u00e9 tabulky a pole hodnot. Proces byl pomal\u00fd a \u010dasto doch\u00e1zelo k chyb\u00e1m. <\/p>\n<p>P\u0159edt\u00edm jsem se \u00fa\u010dastnil v\u00fdvoje a v\u00fdroby optick\u00fdch vl\u00e1ken (<noindex><a rel=\"nofollow\" href=\"http:\/\/www.solargy.ru\/technologies\/solarway\/\">odkaz<\/a><\/noindex>). Bylo tam mnoho v\u00fdzkum\u016f, projektov\u00e1n\u00ed a v\u00fdpo\u010dt\u016f: specializovan\u00e1 prost\u0159ed\u00ed pro tepeln\u00e9 a osv\u011btlovac\u00ed v\u00fdpo\u010dty (Ansys, Dialux), plus v\u00fdpo\u010dty ekonomick\u00e9 efektivity, plus Autocad a Inventor pro modely a v\u00fdkresy. A zde byly stejn\u00e9 pot\u00ed\u017ee: v\u00fdsledky v\u00fdpo\u010dt\u016f z jedn\u00e9 aplikace je t\u0159eba p\u0159et\u00e1hnout do jin\u00e9 aplikace pro dal\u0161\u00ed v\u00fdpo\u010det. A tak n\u011bkolikr\u00e1t p\u0159i hled\u00e1n\u00ed optim\u00e1ln\u00edho \u0159e\u0161en\u00ed.<\/p>\n<p>\u010cas in\u017een\u00fdra a \u010das v\u011bdce jsou velmi cenn\u00e9. Nejde zde jen o mzdu. Za odhady in\u017een\u00fdra stoj\u00ed velk\u00fd projekt s t\u00fdmem. Za v\u00fdzkumy v\u011bdce stoj\u00ed perspektiva cel\u00e9ho odv\u011btv\u00ed. \u010casto se v\u0161ak vysoce kvalifikovan\u00fd odborn\u00edk \"pouze\" p\u0159episuje hodnoty z jednoho programu do druh\u00e9ho, m\u00edsto aby vyv\u00edjel koncepty, modeloval, interpretoval v\u00fdsledky, vedl diskuse a brainstormingy s kolegy. <\/p>\n<p>Zvl\u00e1\u0161tnost\u00ed sou\u010dasn\u00e9ho obchodn\u00edho prost\u0159ed\u00ed je rychlost. Trh neust\u00e1le tla\u010d\u00ed. V roce 2014 jsme pot\u0159ebovali na vytvo\u0159en\u00ed n\u00e1vrhu 2-3 t\u00fddny. V roce 2018 - t\u0159i dny, a to u\u017e se zd\u00e1lo p\u0159\u00edli\u0161 dlouh\u00e9. Nyn\u00ed mus\u00ed projektant poskytnout n\u011bkolik variant \u0159e\u0161en\u00ed ve stejn\u00e9m \u010dase, kter\u00fd se d\u0159\u00edve vyhra\u0148oval jen na jednu variantu.<\/p>\n<p>A je\u0161t\u011b jedna v\u011bc - investice a rizika. Aby se podnik \"uchytil\" projektu, mus\u00ed p\u0159ed uzav\u0159en\u00edm smlouvy se z\u00e1kazn\u00edkem investovat do konceptu\u00e1ln\u00edho v\u00fdvoje p\u0159ibli\u017en\u011b 6 % n\u00e1klad\u016f tohoto projektu. Tyto prost\u0159edky zmiz\u00ed:<\/p>\n<ul>\n<li>na v\u00fdzkum;<\/li>\n<li>konceptu\u00e1ln\u00ed projektov\u00e1n\u00ed;<\/li>\n<li>ocen\u011bn\u00ed pracovn\u00edho \u00fasil\u00ed;<\/li>\n<li>p\u0159\u00edprava skic atd. <\/li>\n<\/ul>\n<p>\nSpole\u010dnost je bere ze sv\u00e9 kapsy, co\u017e je jej\u00ed vlastn\u00ed riziko. Pozornost v\u011bnovan\u00e1 konceptu vy\u017eaduje \u010das specialist\u016f, a ti jsou zanepr\u00e1zdn\u011bni rutinou.<\/p>\n<p>Po sezn\u00e1men\u00ed se s n\u00e1stroji pr\u00e1ce v IT spole\u010dnosti jsem se za\u010dal zaj\u00edmat, jak\u00e9 praktiky z automatizace obchodn\u00edch proces\u016f by mohly b\u00fdt u\u017eite\u010dn\u00e9 in\u017een\u00fdr\u016fm. Tak\u017ee podniky u\u017e d\u00e1vno pou\u017e\u00edvaj\u00ed robotizaci proces\u016f (RPA) k boji s rutinou. <\/p>\n<p>V\u00fdrobci RPA uv\u00e1d\u011bj\u00ed n\u00e1sleduj\u00edc\u00ed v\u00fdhody tohoto n\u00e1stroje automatizace:<\/p>\n<ol>\n<li>univerz\u00e1lnost (robot je schopen pracovat s jakoukoli aplikac\u00ed, s jak\u00fdmkoli zdrojem dat);<\/li>\n<li>snadnost osvojen\u00ed (nevy\u017eaduje hlubok\u00e9 znalosti programov\u00e1n\u00ed a administrace);<\/li>\n<li>rychlost v\u00fdvoje (na p\u0159ipraven\u00fd algoritmus je zapot\u0159eb\u00ed m\u00e9n\u011b \u010dasu ne\u017e p\u0159i tradi\u010dn\u00edm programov\u00e1n\u00ed);<\/li>\n<li>skute\u010dn\u00e9 odleh\u010den\u00ed pracovn\u00edka od rutinn\u00edch operac\u00ed.<\/li>\n<\/ol>\n<p>\nNa z\u00e1klad\u011b t\u011bchto krit\u00e9ri\u00ed zjist\u00edme, jak\u00fd efekt m\u00e1 pou\u017eit\u00ed RPA v in\u017een\u00fdrsk\u00fdch\/v\u011bdeck\u00fdch v\u00fdpo\u010dtech. <\/p>\n<h2>Popis p\u0159\u00edkladu<\/h2>\n<p>\nBudeme uva\u017eovat jednoduch\u00fd p\u0159\u00edklad. Je zde konzolov\u011b upevn\u011bn\u00e1 nosn\u00e1 konstrukce s n\u00e1kladem. <br \/>\n<img decoding=\"async\" alt=\"Pou\u017eit\u00ed RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech\" src=\"\/wp-content\/uploads\/2019\/11\/f197e96743e4b68413ac4f388704d4ba.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nPod\u00edvejme se na tento \u00fakol z perspektivy in\u017een\u00fdra a z pohledu v\u011bdce. <\/p>\n<p>P\u0159\u00edpad \"in\u017een\u00fdr\": existuje konzolov\u011b upevn\u011bn\u00e1 trubka o d\u00e9lce 2 m. Ta mus\u00ed un\u00e9st n\u00e1klad o hmotnosti 500 kg s trojn\u00e1sobnou bezpe\u010dnostn\u00ed rezervou. Trubka je vyrobena z obd\u00e9ln\u00edkov\u00e9ho profilu. Je t\u0159eba vybrat pr\u016f\u0159ez trubky podle katalogu GOST. <\/p>\n<p>P\u0159\u00edpad \"v\u011bdec\": zjistit, jak hmotnost n\u00e1kladu, pr\u016f\u0159ez a d\u00e9lka trubky ovliv\u0148uj\u00ed nosnost t\u00e9to trubky. Vypracovat regresn\u00ed rovnici.<\/p>\n<p>V obou p\u0159\u00edpadech se zohled\u0148uje gravita\u010dn\u00ed s\u00edla, kter\u00e1 p\u016fsob\u00ed na trubku \u00fam\u011brn\u011b hmotnosti trubky.<\/p>\n<p>Podrobn\u011b prostudujeme pr\u00e1v\u011b prvn\u00ed p\u0159\u00edpad \u2014 \"in\u017een\u00fdr\". P\u0159\u00edpad \"v\u011bdec\" se realizuje podobn\u00fdm zp\u016fsobem.<\/p>\n<p>Technicky je n\u00e1\u0161 p\u0159\u00edklad velmi jednoduch\u00fd. A odborn\u00edk na danou problematiku ho bude schopen snadno spo\u010d\u00edtat na kalkula\u010dce. M\u011bjme na pam\u011bti jin\u00fd c\u00edl: uk\u00e1zat, jak RPA \u0159e\u0161en\u00ed pom\u016f\u017ee, kdy\u017e \u00fakol nab\u00fdv\u00e1 na rozsahu. <\/p>\n<p>Ve zjednodu\u0161en\u00ed tak\u00e9 poznamen\u00e1me: pr\u016f\u0159ez trubky \u2014 ide\u00e1ln\u00ed obd\u00e9ln\u00edk, bez zaoblen\u00ed roh\u016f, bez zohledn\u011bn\u00ed sv\u00e1ru.<\/p>\n<h2>\u00dakol in\u017een\u00fdra<\/h2>\n<p>\nCelkov\u00fd sch\u00e9ma p\u0159\u00edpadu \"in\u017een\u00fdr\" je n\u00e1sleduj\u00edc\u00ed:<\/p>\n<ol>\n<li>Na listu Excel m\u00e1me tabulku se sortimentem trubek podle GOST. <\/li>\n<li>Pro ka\u017ed\u00fd z\u00e1znam z t\u00e9to tabulky mus\u00edme vytvo\u0159it 3D model v Autodesk Inventor.<\/li>\n<li>Pot\u00e9 ve prost\u0159ed\u00ed Inventor Stress Analyses prov\u00e1d\u00edme v\u00fdpo\u010det pevnosti a exportujeme v\u00fdsledek v\u00fdpo\u010dtu do form\u00e1tu HTML. <\/li>\n<li>V nalezen\u00e9m souboru zjist\u00edme hodnotu \u201eMaxim\u00e1ln\u00ed nap\u011bt\u00ed podle Misesa\u201c.<\/li>\n<li>P\u0159eru\u0161ujeme v\u00fdpo\u010det, pokud bude bezpe\u010dnostn\u00ed faktor (pom\u011br meze kluzu materi\u00e1lu k maxim\u00e1ln\u00edmu nap\u011bt\u00ed podle Misesa) men\u0161\u00ed ne\u017e 3. <\/li>\n<\/ol>\n<p>\nP\u0159edpokl\u00e1d\u00e1me, \u017ee trubka vhodn\u00e9ho pr\u016f\u0159ezu zajist\u00ed trojn\u00e1sobnou bezpe\u010dnostn\u00ed rezervu a bude minim\u00e1ln\u00ed co do hmotnosti mezi ostatn\u00edmi variantami. <\/p>\n<p><img decoding=\"async\" alt=\"Pou\u017eit\u00ed RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech\" src=\"\/wp-content\/uploads\/2019\/11\/fd606aabe1ea38e360761fd942fdc9ef.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nCelkem pracuje specialista v na\u0161\u00ed \u00faloze se 3 aplikacemi (viz sch\u00e9ma v\u00fd\u0161e). V re\u00e1ln\u00e9m prost\u0159ed\u00ed \u010dasto b\u00fdv\u00e1 po\u010det aplikac\u00ed vy\u0161\u0161\u00ed.<\/p>\n<p>GOST 8645-68 \u201eOcelov\u00e9 trubky obd\u00e9ln\u00edkov\u00e9\u201c obsahuje 300 z\u00e1znam\u016f. V na\u0161\u00ed demonstra\u010dn\u00ed \u00faloze zkr\u00e1t\u00edme seznam: vezmeme jednu pozici z ka\u017ed\u00e9 velikostn\u00ed rodiny. Celkem 19 z\u00e1znam\u016f, z nich\u017e je t\u0159eba vybrat jeden. <\/p>\n<p><img decoding=\"async\" alt=\"Pou\u017eit\u00ed RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech\" src=\"\/wp-content\/uploads\/2019\/11\/c979ac07b01b3ca2982062c52f59192f.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nProst\u0159ed\u00ed modelov\u00e1n\u00ed Inventor, ve kter\u00e9m budeme stav\u011bt model a prov\u00e1d\u011bt v\u00fdpo\u010det pevnosti, obsahuje knihovnu hotov\u00fdch materi\u00e1l\u016f. Materi\u00e1l trubky zvol\u00edme z t\u00e9to knihovny:<\/p>\n<p>Materi\u00e1l \u2014 Ocel<br \/>\nHustota 7,85 g\/cm\u00b3;<br \/>\nMez kluzu 207 MPa;<br \/>\nMez pevnosti v tahu 345 MPa;<br \/>\nYoung\u016fv modul 210 GPa;<br \/>\nModul pro st\u0159ih 80,7692 GPa.<\/p>\n<p>Takto vypad\u00e1 trojrozm\u011brn\u00fd model zat\u00ed\u017een\u00e9 trubky:<\/p>\n<p><img decoding=\"async\" alt=\"Pou\u017eit\u00ed RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech\" src=\"\/wp-content\/uploads\/2019\/11\/6e0a52f7557b667f4bb04869c9d14b8a.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nA zde je v\u00fdsledek statick\u00e9ho v\u00fdpo\u010dtu. Syst\u00e9m zv\u00fdraz\u0148uje \u010derven\u011b zraniteln\u00e9 oblasti nosn\u00edku. Na t\u011bchto m\u00edstech je nap\u011bt\u00ed nejvy\u0161\u0161\u00ed. M\u011b\u0159\u00edtko vlevo ukazuje hodnotu maxim\u00e1ln\u00edho nap\u011bt\u00ed v materi\u00e1lu nosn\u00edku.<\/p>\n<p><img decoding=\"async\" alt=\"Pou\u017eit\u00ed RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech\" src=\"\/wp-content\/uploads\/2019\/11\/12c47a3898dbf00c5e95d13da3603289.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n\u2003<\/p>\n<h2>Nyn\u00ed p\u0159enech\u00e1me \u010d\u00e1st pr\u00e1ce robotovi<\/h2>\n<p>\nSch\u00e9ma pr\u00e1ce se m\u011bn\u00ed n\u00e1sledovn\u011b:<\/p>\n<p><img decoding=\"async\" alt=\"Pou\u017eit\u00ed RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech\" src=\"\/wp-content\/uploads\/2019\/11\/d6802a8ffa587110105a9cbbe6276fe1.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nRobota sestav\u00edme v prost\u0159ed\u00ed Automation Anywhere Community Edition (d\u00e1le A\u0410). Projdeme si krit\u00e9ria hodnocen\u00ed a pop\u00ed\u0161eme subjektivn\u00ed pocity.<\/p>\n<h3>Univerz\u00e1lnost<\/h3>\n<p>\n\u0158e\u0161en\u00ed RPA (zejm\u00e9na komer\u010dn\u00ed) se d\u016frazn\u011b prezentuj\u00ed jako prost\u0159edek automatizace obchodn\u00edch proces\u016f, automatizace pr\u00e1ce kancel\u00e1\u0159sk\u00fdch zam\u011bstnanc\u016f. V p\u0159\u00edkladech a \u0161kolen\u00edch se prob\u00edr\u00e1 interakce s ERP, ECM, Web. V\u0161echno je velmi \"kancel\u00e1\u0159sk\u00e9\".<\/p>\n<p>Na za\u010d\u00e1tku jsme m\u011bli pochybnosti, zda AA dok\u00e1\u017ee zachytit rozhran\u00ed a data na\u0161eho Autodesk Inventoru. Ale v\u0161e skute\u010dn\u011b fungovalo: ka\u017ed\u00fd prvek, ka\u017ed\u00fd ovl\u00e1dac\u00ed prvek byl rozpozn\u00e1n a zaznamen\u00e1n. Dokonce i v pomocn\u00fdch formul\u00e1\u0159\u00edch s tabulkami parametr\u016f robot z\u00edskal p\u0159\u00edstup k pot\u0159ebn\u00e9 bu\u0148ce jednodu\u0161e podle pokynu my\u0161i. <\/p>\n<p>D\u00e1le bylo testov\u00e1n\u00ed spu\u0161t\u011bn\u00ed studia statick\u00e9ho v\u00fdpo\u010dtu. A tak\u00e9 bez probl\u00e9m\u016f. V t\u00e9to f\u00e1zi bylo pot\u0159eba pe\u010dliv\u011b pracovat s pauzami mezi akcemi, kdy syst\u00e9m \u010dek\u00e1 na dokon\u010den\u00ed v\u00fdpo\u010dtu.<\/p>\n<p>S z\u00edsk\u00e1n\u00edm z\u00e1v\u011bre\u010dn\u00fdch dat z Webu a jejich vlo\u017een\u00edm do Excelu to prob\u011bhlo hladce.<br \/>\nV r\u00e1mci tohoto \u00fakolu se potvrdila univerz\u00e1lnost. Soud\u011b podle popis\u016f jin\u00fdch poskytovatel\u016f RPA je univerz\u00e1lnost skute\u010dn\u011b obecnou vlastnost\u00ed t\u00e9to kategorie softwaru.<\/p>\n<h3>Jednoduchost osvojen\u00ed<\/h3>\n<p>\nOsvojen\u00ed n\u00e1m zabralo n\u011bkolik ve\u010der\u016f: kurzy, u\u010debn\u00ed p\u0159\u00edklady \u2013 to v\u0161e je k dispozici. U mnoha poskytovatel\u016f RPA je \u0161kolen\u00ed zdarma. Jedinou p\u0159ek\u00e1\u017ekou je, \u017ee rozhran\u00ed a kurzy u A\u0410 jsou pouze v angli\u010dtin\u011b. <\/p>\n<h3>Rychlost v\u00fdvoje<\/h3>\n<p>\nAlgoritmus pro \"\u00fakol in\u017een\u00fdra\" jsme vyvinuli a odladili b\u011bhem ve\u010dera. Sekvence akc\u00ed se ve\u0161la do pouh\u00fdch 44 instrukc\u00ed. N\u00ed\u017ee na obr\u00e1zku je fragment rozhran\u00ed Automation Anywhere s hotov\u00fdm robotem. Koncepce Low code\/No code \u2013 programovat nebylo t\u0159eba: pou\u017eili jsme rekord\u00e9ry operac\u00ed, nebo drag\u2019n\u2019drop z knihovny p\u0159\u00edkaz\u016f. Pot\u00e9 nastaven\u00ed parametr\u016f v okn\u011b vlastnost\u00ed. <\/p>\n<p><img decoding=\"async\" alt=\"Pou\u017eit\u00ed RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech\" src=\"\/wp-content\/uploads\/2019\/11\/7e98c35c151d87b08272d1af2c1c0fd0.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n <\/p>\n<h3>Odpout\u00e1n\u00ed od rutiny<\/h3>\n<p>\nNa zpracov\u00e1n\u00ed jedn\u00e9 polo\u017eky robot pot\u0159ebuje 1 min 20 s. P\u0159ibli\u017en\u011b stejnou dobu jsme pot\u0159ebovali na zpracov\u00e1n\u00ed jedn\u00e9 polo\u017eky bez robota. <\/p>\n<p>Pokud jde o des\u00edtky a stovky z\u00e1znam\u016f, \u010dlov\u011bk se nevyhnuteln\u011b unav\u00ed a za\u010dne se rozptylovat. Odborn\u00edka m\u016f\u017ee ne\u010dekan\u011b zaujmout n\u011bjak\u00fd jin\u00fd \u00fakol. S \u010dlov\u011bkem neplat\u00ed pravidlo typu \u201ePokud \u00fakol trv\u00e1 A minut, za A*N minut lze vykonat N takov\u00fdch \u00fakol\u016f\u201c \u2013 v\u017edy v\u011bnuje v\u00edce \u010dasu. <\/p>\n<p>V na\u0161em p\u0159\u00edkladu robot bude proch\u00e1zet z\u00e1znamy postupn\u011b, po\u010d\u00ednaje nejv\u011bt\u0161\u00edmi pr\u016f\u0159ezy. U velk\u00fdch objem\u016f dat to nen\u00ed rychl\u00e1 metoda. Pro urychlen\u00ed lze implementovat sekven\u010dn\u00ed aproximace, nap\u0159\u00edklad Newtonovu metodu nebo metodu p\u016flen\u00ed.<br \/>\nV\u00fdsledek v\u00fdpo\u010dtu:<\/p>\n<p>Tabulka 1. V\u00fdsledek v\u00fdb\u011bru pr\u016f\u0159ezu nosn\u00edku<\/p>\n<p><img decoding=\"async\" alt=\"Pou\u017eit\u00ed RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech\" src=\"\/wp-content\/uploads\/2019\/11\/6baec083923222fbd03efafaa2ca5e1e.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<\/p>\n<h3>\u00dakol v\u011bdce<\/h3>\n<p>\n\u00dakolem v\u011bdce je prov\u00e9st n\u011bkolik numerick\u00fdch experiment\u016f, aby ur\u010dil z\u00e1kon, podle kter\u00e9ho se m\u011bn\u00ed nosnost nosn\u00edku v z\u00e1vislosti na jeho pr\u016f\u0159ezu, d\u00e9lce a hmotnosti zat\u00ed\u017een\u00ed. Nalezen\u00fd z\u00e1kon se formuluje ve form\u011b regresn\u00ed rovnice. <\/p>\n<p>Aby regresn\u00ed rovnice byla p\u0159esn\u00e1, mus\u00ed v\u011bdec zpracovat velk\u00fd objem dat.<\/p>\n<p>Pro n\u00e1\u0161 p\u0159\u00edklad se vy\u010dlen\u00ed objem vstupn\u00edch prom\u011bnn\u00fdch:<\/p>\n<ul>\n<li>v\u00fd\u0161ka profilu trubky;<\/li>\n<li>\u0161\u00ed\u0159ka;<\/li>\n<li>tlou\u0161\u0165ka st\u011bny;<\/li>\n<li>d\u00e9lka nosn\u00edku;<\/li>\n<li>hmotnost zat\u00ed\u017een\u00ed.<\/li>\n<\/ul>\n<p>\nPokud mus\u00edme prov\u00e9st v\u00fdpo\u010det alespo\u0148 pro 3 hodnoty ka\u017ed\u00e9 prom\u011bnn\u00e9, celkem to \u010din\u00ed 243 opakov\u00e1n\u00ed. P\u0159i dvouminutov\u00e9 d\u00e9lce jednoho cyklu bude celkov\u00fd \u010das ji\u017e 8 hodin - cel\u00fd pracovn\u00ed den! Pro d\u016fkladn\u011bj\u0161\u00ed zkoum\u00e1n\u00ed bychom m\u011bli br\u00e1t ne 3 hodnoty, ale 10 nebo v\u00edce. <\/p>\n<p>B\u011bhem v\u00fdzkumu se ur\u010dit\u011b uk\u00e1\u017ee, \u017ee do modelu je t\u0159eba zahrnout dal\u0161\u00ed faktory. Nap\u0159\u00edklad \u201etestovat\u201c r\u016fzn\u00e9 typy ocel\u00ed. Objem v\u00fdpo\u010dt\u016f se n\u00e1sob\u00ed desetkr\u00e1t a stokr\u00e1t. <\/p>\n<p>V re\u00e1ln\u00e9m \u00fakolu robot u\u0161et\u0159\u00ed v\u011bdci n\u011bkolik dn\u00ed, kter\u00e9 odborn\u00edk vyu\u017eije k p\u0159\u00edprav\u011b publikace, co\u017e je hlavn\u00ed ukazatel \u010dinnosti v\u011bdce. <\/p>\n<h2>Shrnut\u00ed<\/h2>\n<p>\n\u201eProdukt\u201c in\u017een\u00fdra je skute\u010dn\u011b funk\u010dn\u00ed za\u0159\u00edzen\u00ed, konstrukce. Robotizace v\u00fdpo\u010dt\u016f sn\u00ed\u017e\u00ed rizika d\u00edky d\u016fkladn\u011bj\u0161\u00ed pr\u00e1ci na projektu (v\u00edce v\u00fdpo\u010dt\u016f, v\u00edce re\u017eim\u016f, v\u00edce variant).<\/p>\n<p>\u201eProdukt\u201c v\u011bdce je rovnice, z\u00e1konitost nebo jin\u00e9 kompaktn\u00ed vyj\u00e1d\u0159en\u00ed. A t\u00edm je p\u0159esn\u011bj\u0161\u00ed, \u010d\u00edm v\u00edce dat bylo zapojeno do anal\u00fdzy. RPA \u0159e\u0161en\u00ed pom\u016f\u017ee vytv\u00e1\u0159et informa\u010dn\u00ed \u201epotravu\u201c pro modely.<\/p>\n<p>Shr\u0148me n\u00e1\u0161 p\u0159\u00edklad. <\/p>\n<p>Ve role v\u00fdpo\u010dtov\u00e9ho modelu m\u016f\u017ee b\u00fdt jak\u00fdkoli model: model mostu, model motoru, model topn\u00e9ho syst\u00e9mu. Odborn\u00edkovi se po\u017eaduje, aby v\u0161echny komponenty modelu byly ve spr\u00e1vn\u00e9 interakci mezi sebou a aby model poskytoval venku soubor kl\u00ed\u010dov\u00fdch parametr\u016f-prom\u011bnn\u00fdch.<\/p>\n<p>Roli v\u00fdpo\u010dtov\u00e9ho prost\u0159ed\u00ed hraje jak\u00e1koliv aplikace, kterou odborn\u00edk pou\u017e\u00edv\u00e1 ve sv\u00e9 pr\u00e1ci. Ansys, Autocad, Solidworks, FlowVision, Dialux, PowerMill, Archicad. Nebo n\u011bco vlastn\u00edho v\u00fdvoje, nap\u0159\u00edklad program pro v\u00fdb\u011br ventil\u00e1tor\u016f v tov\u00e1rn\u011b (viz programy pro v\u00fdb\u011br za\u0159\u00edzen\u00ed Systemair). <\/p>\n<p>Za zdroj dat pova\u017eujeme jak webovou str\u00e1nku, tak datab\u00e1zi, list Excel a txt soubor. <br \/>\nKone\u010dn\u00fd v\u00fdsledek pr\u00e1ce \u2013 zpr\u00e1va \u2013 je dokument Word s automaticky vytvo\u0159en\u00fdm textem, diagram Excel, soubor sn\u00edmk\u016f obrazovky nebo rozes\u00edl\u00e1n\u00ed e-mail\u016f.<\/p>\n<p>RPA je pou\u017eiteln\u00e1 v\u0161ude tam, kde je pou\u017eiteln\u00e1 in\u017een\u00fdrsk\u00e1 anal\u00fdza. Zde jsou n\u011bkter\u00e9 oblasti:<\/p>\n<ul>\n<li>v\u00fdpo\u010dty pevnosti a deformace;<\/li>\n<li>hydro- a aerodynamika;<\/li>\n<li>tepeln\u00e9 v\u00fdm\u011bny;<\/li>\n<li>elektromagnetismus;<\/li>\n<li>mezioborov\u00e1 anal\u00fdza;<\/li>\n<li>generativn\u00ed n\u00e1vrh;<\/li>\n<li>\u0159\u00eddic\u00ed programy pro CNC (nap\u0159\u00edklad nesting);<\/li>\n<li>l\u00e9ka\u0159sk\u00e9 a biologick\u00e9 v\u00fdzkumy;<\/li>\n<li>p\u0159i v\u00fdpo\u010dtech syst\u00e9m\u016f s regresn\u00ed vazbou nebo nestacion\u00e1rn\u00edch syst\u00e9m\u016f (kdy je t\u0159eba fin\u00e1ln\u00ed v\u00fdsledek p\u0159edat do po\u010d\u00e1te\u010dn\u00edch dat a v\u00fdpo\u010det zopakovat).<\/li>\n<\/ul>\n<p>\nDnes jsou RPA \u0159e\u0161en\u00ed aktivn\u011b pou\u017e\u00edv\u00e1na v podnik\u00e1n\u00ed pro automatizaci proces\u016f, pr\u00e1ce s daty. V rutin\u011b kancel\u00e1\u0159sk\u00e9ho pracovn\u00edka, in\u017een\u00fdra a v\u011bdce je toho hodn\u011b spole\u010dn\u00e9ho. Uk\u00e1zali jsme, \u017ee roboti jsou vhodn\u00ed v in\u017een\u00fdrsk\u00e9 a v\u011bdeck\u00e9 \u010dinnosti. <\/p>\n<p>Shr\u0148me na\u0161e dojmy.<\/p>\n<ol>\n<li>Univerz\u00e1lnost \u2013 ano, RPA je univerz\u00e1ln\u00ed n\u00e1stroj.<\/li>\n<li>Snadnost osvojen\u00ed \u2013 ano, jednoduch\u00e9 a dostupn\u00e9, ale je pot\u0159eba jazyk.<\/li>\n<li>Rychlost v\u00fdvoje \u2013 ano, algoritmus se sestavuje rychle, zejm\u00e9na kdy\u017e \u201ez\u00edsk\u00e1te rutinu\u201c v pr\u00e1ci s rekord\u00e9ry.<\/li>\n<li>Uvoln\u011bn\u00ed od rutiny \u2013 ano, skute\u010dn\u011b m\u016f\u017ee p\u0159in\u00e9st u\u017eitek v \u00faloh\u00e1ch velk\u00e9ho m\u011b\u0159\u00edtka.<\/li>\n<\/ol>\n<p>Zdroj: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/directum\/blog\/475998\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0412\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u0435 \u0412 \u0448\u043a\u043e\u043b\u0435 \u0434\u043b\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0438\u044f \u0437\u043d\u0430\u043d\u0438\u044f \u043d\u0430\u043c \u0437\u0430\u0434\u0430\u0432\u0430\u043b\u0438 \u0440\u0435\u0448\u0438\u0442\u044c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0442\u0438\u043f\u043d\u044b\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432. \u041c\u044b \u0432\u0441\u0435 \u0432\u0440\u0435\u043c\u044f \u0434\u043e\u0441\u0430\u0434\u043e\u0432\u0430\u043b\u0438: \u0447\u0442\u043e \u0442\u0443\u0442 \u0446\u0435\u043d\u043d\u043e\u0433\u043e? \u041f\u043e\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0443 \u0434\u0432\u0430-\u0442\u0440\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442\u0432\u0435\u0442. \u0413\u0434\u0435 \u0442\u0443\u0442 \u043f\u043e\u043b\u0435\u0442 \u043c\u044b\u0441\u043b\u0438? \u0420\u0435\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u043a\u0430\u0437\u0430\u043b\u0430\u0441\u044c \u0441\u0443\u0440\u043e\u0432\u0435\u0439, \u0447\u0435\u043c \u0448\u043a\u043e\u043b\u0430. \u0421\u0435\u0439\u0447\u0430\u0441 \u044f \u0440\u0430\u0431\u043e\u0442\u0430\u044e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c \u0432 \u0418\u0422. \u0414\u043e \u043f\u0440\u0438\u0445\u043e\u0434\u0430 \u0432 \u0418\u0422-\u0441\u0444\u0435\u0440\u0443 \u044f \u043f\u043e\u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043e\u043c-\u0442\u0435\u043f\u043b\u043e\u0442\u0435\u0445\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u043c \u0427\u041f\u0423, \u043f\u043e\u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u0432 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u0445. [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-52837","post","type-post","status-publish","format-standard","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0412\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u0435 \u0412 \u0448\u043a\u043e\u043b\u0435 \u0434\u043b\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0438\u044f \u0437\u043d\u0430\u043d\u0438\u044f \u043d\u0430\u043c \u0437\u0430\u0434\u0430\u0432\u0430\u043b\u0438 \u0440\u0435\u0448\u0438\u0442\u044c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0442\u0438\u043f\u043d\u044b\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432. \u041c\u044b \u0432\u0441\u0435 \u0432\u0440\u0435\u043c\u044f \u0434\u043e\u0441\u0430\u0434\u043e\u0432\u0430\u043b\u0438: \u0447\u0442\u043e \u0442\u0443\u0442 \u0446\u0435\u043d\u043d\u043e\u0433\u043e? \u041f\u043e\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0443 \u0434\u0432\u0430-\u0442\u0440\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442\u0432\u0435\u0442.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/cs\/blog\/news\/primenenie-rpa-v-nauchnyh-i-inzhenernyh-raschetah\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.3\" \/>\n\t\t<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u041f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 RPA \u0432 \u043d\u0430\u0443\u0447\u043d\u044b\u0445 \u0438 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0445 \u0440\u0430\u0441\u0447\u0435\u0442\u0430\u0445 | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u0412\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u0435 \u0412 \u0448\u043a\u043e\u043b\u0435 \u0434\u043b\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0438\u044f \u0437\u043d\u0430\u043d\u0438\u044f \u043d\u0430\u043c \u0437\u0430\u0434\u0430\u0432\u0430\u043b\u0438 \u0440\u0435\u0448\u0438\u0442\u044c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0442\u0438\u043f\u043d\u044b\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432. \u041c\u044b \u0432\u0441\u0435 \u0432\u0440\u0435\u043c\u044f \u0434\u043e\u0441\u0430\u0434\u043e\u0432\u0430\u043b\u0438: \u0447\u0442\u043e \u0442\u0443\u0442 \u0446\u0435\u043d\u043d\u043e\u0433\u043e? \u041f\u043e\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0443 \u0434\u0432\u0430-\u0442\u0440\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442\u0432\u0435\u0442.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/cs\/blog\/news\/primenenie-rpa-v-nauchnyh-i-inzhenernyh-raschetah\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2019-11-17T21:00:00+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2020-02-18T11:00:38+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47Aplikace RPA v v\u011bdeck\u00fdch a in\u017een\u00fdrsk\u00fdch v\u00fdpo\u010dtech | ProHoster","description":"\u00davod Ve \u0161kole n\u00e1m bylo pro upevn\u011bn\u00ed znalost\u00ed zad\u00e1no vy\u0159e\u0161it mnoho podobn\u00fdch p\u0159\u00edklad\u016f. 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