Nemaitiro ezvigadzirwa zvemakina kusvika kuhombe, yakangwara uye yakakwirira-chaiyo, kushandiswa kwezvikamu zvinotenderera, senge roller bearing, yakagadziridzwa zvakanyanya kuti iwane kutapurirana kwemagetsi, kugadzirisa chinzvimbo uye zvimwe zvinangwa. Kana zvakuvadzwa kana kutadza, iyo mechanika yekushanda chengetedzo uye kubatsirwa kwekugadzira kuchakanganiswa. Nekudaro, nekuda kweiyo yakakosha yekumisikidzwa kwezvikamu izvi zvinotenderera, zvinonyanya kunetsa kutsvagisa nekutonga mamiriro ehutano hwemidziyo, uye nzira dzekare dzinovimba nevanhu kana ruzivo hazvichagone kushanda. Naizvozvo, kukudziridza hungwaru hwekuona uye nzira yekuongorora yekushandisa midziyo yekutarisa hutano yave nyaya inopisa yekutsvagisa.
Nekukurumidza kusimudzira kwehungwaru hwekugadzira, nzira dzekudzidza dzemuchina dzakawanda dzinoita kuti michina yehungwaru yekuongorora zviitike uye ibudirire, senge kusimbisa kudzidza (RL) [1], [2], generative adversarial network (GAN) [3], autoencoder. (AE) [4] uye inotsigira vector muchina (SVM) [5], [6], [47]. Pakati pazvo, SVM imhando yealgorithm yakavakirwa pakudzidza kwenhamba, izvo zvisiri nyore kuwira mune minima yemuno uye inoparadzanisa data yekudzidziswa kuburikidza neyakakwana hyperplane nepo data rekudzidzisa rinogona kumepurwa kune akakwira-dimensional maficha kuburikidza neasina mutsara nzira dzemepu, senge polynomial mabasa uye. radial hwaro mabasa. Uye zvakare, SVM inogona kupa chaiyo sarudzo hyperplane pasi pemasampuli mashoma, uye ine yakanaka generalization kugona. Tichifunga nezvekuita kwayo kwakanaka, SVM yakashandiswa zvakanyanya mundima dzakawanda. Wang et al. yakaronga nzira yehungwaru yekuongororwa mhosva yakavakirwa pamubatanidzwa weyakajairwa composite yakawanda-scale kuremerwa permutation entropy (GCMWPE) uye SVM [7], iyo inogona kuburitsa maficha kubva kune akawanda zviyero kuvaka yakakwirira-dimensional chimiro muunganidzwa. Bayati et al. yakaronga nzira yekukanganisa nzvimbo yeDC microgrid yakavakirwa paSVM [8]. Nekushandisa iyo yenzvimbo yakayerwa kukosha kune imwe mugumo wemutsara wega wega, iyo chaiyo nzvimbo yekumusoro impedance kukanganisa inogona kuwanikwa, uye mhedzisiro yekuedza inoratidza kuti chirongwa chakasimba kune ruzha uye kumwe kukanganisa. Ref. [9] yakaronga nzira yakangwara yekuongorora nzira yelithium-ion bhatiri yakavakirwa pamushini wekutsigira vector, unoshandisa discrete cosine kusefa kubvisa ruzha.
EQUIPMENT | MAKORE | EQUIPMENT TYPE | ZVINHU ZVOKUSARUDZA | SEFA IJINI | ZVOKUSARUDZA IJINI |
Chinhu Nhamba Yechigadzirwa | BZL--ZX | |
Saizi yebhokisi remukati | CM | |
Kunze kwebhokisi saizi | CM | |
GW | KG | |
CTN (QTY) | PCS |