ELEMENT FILTER WAIHI DIESEL

Me ke ʻano o nā mea hana mīkini i ka nui, naʻauao a me ka pololei kiʻekiʻe, ua hoʻomaikaʻi maikaʻi ʻia ka hoʻohana ʻana i nā ʻāpana wili, e like me ka roller bearing, e hoʻokō ai i ka hoʻoili mana, hoʻonohonoho kūlana a me nā kumu ʻē aʻe.Ke pōʻino a hāʻule paha lākou, e hoʻopilikia ʻia ka palekana o ka hana mīkini a me ka pono hana.Eia nō naʻe, ma muli o ke kūlana hoʻonohonoho kūikawā o kēia mau ʻāpana wili, ʻoi aku ka paʻakikī o ka noiʻi ʻana a me ka hoʻoponopono ʻana i ke kūlana olakino o nā mea hana, a ʻaʻole hiki ke hana hou nā ʻano hana mua e hilinaʻi nei i ke kanaka a i ʻole ka ʻike.No laila, ʻo ka hoʻomohala ʻana i ka ʻike naʻauao a me ke ʻano hana hōʻoia no ka hoʻokō ʻana i ka nānā olakino olakino ua lilo i kumuhana noiʻi wela.

Me ka hoʻomohala wikiwiki ʻana o ka naʻauao artificial, ʻoi aku ka nui o nā ʻano aʻo mīkini e hoʻokō ʻia ka ʻike ʻike akamai a me ka holomua, e like me ka reinforcement learning (RL) [1], [2], generative adversarial networks (GAN) [3], autoencoder (AE) [4] a me ka mīkini vector kākoʻo (SVM) [5], [6], [47].Ma waena o lākou, ʻo SVM kahi algorithm hoʻohālikelike e pili ana i ke aʻo ʻana i ka helu helu, ʻaʻole maʻalahi ke hāʻule i ka minima kūloko a hoʻokaʻawale i ka ʻikepili hoʻomaʻamaʻa ma o ka hyperplane maikaʻi loa aʻo ka ʻikepili hoʻomaʻamaʻa hiki ke hoʻopaʻa ʻia i nā hiʻohiʻona kiʻekiʻe ma o nā ʻano palapala palapala nonlinear, e like me nā hana polynomial a nā hana kumu radial.Eia kekahi, hiki iā SVM ke hāʻawi i ka hyperplane hoʻoholo pololei ma lalo o nā laʻana i kaupalena ʻia, a loaʻa iā ia ka mana generalization maikaʻi.Ma ka nānā ʻana i kāna hana maikaʻi loa, ua hoʻohana nui ʻia ʻo SVM ma nā kahua he nui.ʻO Wang et al.ua hoʻolālā ʻia kahi ʻano hana hōʻoia hewa naʻauao ma muli o ka hui pū ʻana o ka generalized composite multi-scale weighted permutation entropy (GCMWPE) a me SVM [7], hiki ke unuhi i nā hiʻohiʻona lawe mai nā unahi lehulehu e kūkulu i ka hōʻiliʻili hiʻona kiʻekiʻe.Bayati et al.ua hāʻawi ʻia kahi ala wahi hewa no DC microgrid e pili ana i SVM [8].Ma ka hoʻohana ʻana i ka waiwai i ana ʻia ma ka ʻaoʻao o kēlā me kēia laina, hiki ke ʻike ʻia kahi kūpono o ka hewa impedance kiʻekiʻe, a ʻo nā hopena hoʻokolohua e hōʻike ana he paʻa ke kumumanaʻo i ka walaʻau a me nā pilikia ʻē aʻe.Ref.[9] hoʻolālā i kahi ala ʻike hewa naʻauao no ka pā lithium-ion e pili ana i ka mīkini vector kākoʻo, e hoʻohana ana i ka kānana cosine discrete e hoʻopau i ka walaʻau.