Njengensimbi engavamile ebaluleke kakhulu, i-tellurium ithola ukusetshenziswa okubalulekile kumaseli elanga, izinto zokushisa, kanye nokutholwa kwe-infrared. Izinqubo zokuhlanza zendabuko zibhekene nezinselele ezifana nokusebenza kahle okuphansi, ukusetshenziswa kwamandla aphezulu, kanye nokuthuthukiswa kobumsulwa okulinganiselwe. Lesi sihloko sethula ngokuhlelekile ukuthi ubuchwepheshe bobuhlakani bokwenziwa bungazithuthukisa kanjani ngokuphelele izinqubo zokuhlanza i-tellurium.

1. Isimo Samanje Sobuchwepheshe Bokuhlanzwa Kwe-Tellurium

1.1 Izindlela Zokuhlanza I-Tellurium Ezivamile kanye Nemikhawulo

Izindlela Eziyinhloko Zokuhlanza:

• Ukuhluzwa kwe-vacuum: Kufanelekile ukususa ukungcola okuphansi (isb., Se, S)
• Ukucwengisisa indawo: Kusebenza kahle kakhulu ekususeni ukungcola kwensimbi (isb., Cu, Fe)
• Ukucwengisisa nge-electrolytic: Kuyakwazi ukususa ngokujulile ukungcola okuhlukahlukene
• Ukuthuthwa komphunga ngamakhemikhali: Kungakhiqiza i-tellurium ehlanzekile kakhulu (ibanga le-6N nangaphezulu)

Izinselele Eziyinhloko:

• Amapharamitha enqubo ancike kokuhlangenwe nakho kunokuthuthukisa okuhlelekile
• Ukusebenza kahle kokususa ukungcola kufinyelela ezinkingeni (ikakhulukazi ukungcola okungeyona insimbi njengomoya-mpilo nekhabhoni)
• Ukusetshenziswa kwamandla aphezulu kuholela ezindleleni zokukhiqiza eziphakeme
• Ukwehluka okukhulu kokuhlanzeka kweqembu ngalinye kanye nokuqina okungekuhle

1.2 Amapharamitha Abalulekile Okuthuthukisa Ukuhlanzwa kweTellurium

I-Matrix Yepharamitha Yenqubo Eyinhloko:

2. Uhlaka Lokusebenza lwe-AI Lokuhlanzwa kweTellurium

2.1 Ukwakhiwa Kobuchwepheshe Okuphelele

Uhlelo Lokwenza I-AI Lwezigaba Ezintathu:

1. Isendlalelo sokubikezela: Amamodeli okubikezela umphumela wenqubo esuselwe ekufundeni komshini
2. Isendlalelo sokwenza ngcono: Ama-algorithms okwenza ngcono amapharamitha anezinhloso eziningi
3. Isendlalelo sokulawula: Izinhlelo zokulawula inqubo yesikhathi sangempela

2.2 Uhlelo Lokuthola Nokucubungula Idatha

Isixazululo Sokuhlanganiswa Kwedatha Yemithombo Eminingi:

• Idatha yenzwa yemishini: Amapharamitha angaphezu kuka-200 kufaka phakathi izinga lokushisa, ingcindezi, izinga lokugeleza
• Idatha yokuqapha inqubo: Imiphumela yokuhlaziywa kwe-mass spectrometry kanye ne-spectroscopic ku-inthanethi
• Idatha yokuhlaziywa kwelabhorethri: Imiphumela yokuhlolwa okungaxhunyiwe ku-inthanethi evela ku-ICP-MS, GDMS, njll.
• Idatha yomlando yokukhiqiza: Amarekhodi okukhiqiza kusukela eminyakeni emi-5 edlule (amaqoqo angaphezu kuka-1000)

Ubunjiniyela Bezici:

• Ukukhishwa kwesici se-Time-series kusetshenziswa indlela yefasitela elishelelayo
• Ukwakhiwa kwezici ze-kinetic zokufuduka kokungcola
• Ukuthuthukiswa kwama-matrices okusebenzisana kwamapharamitha enqubo
• Ukusungulwa kwezici zokulinganisela izinto kanye namandla

3. Ubuchwepheshe Bokwenza I-Core AI Obunemininingwane Eningiliziwe

3.1 Ukuthuthukiswa Kwepharamitha Yenqubo Esekelwe Ekufundeni Okujulile

Ukwakhiwa Kwenethiwekhi Yezinzwa:

• Isendlalelo sokufaka: Amapharamitha enqubo anobukhulu obungu-56 (ajwayelekile)
• Izendlalelo ezifihliwe: Izendlalelo ezi-3 ze-LSTM (ama-neurons angu-256) + izendlalelo ezi-2 ezixhunywe ngokugcwele
• Isendlalelo sokukhipha: izinkomba zekhwalithi ezinobukhulu obuyi-12 (ubumsulwa, okuqukethwe kokungcola, njll.)

Amasu Okuqeqesha:

• Ukufunda kokudlulisela: Ukuqeqeshwa kwangaphambi kokusebenzisa idatha yokuhlanzwa kwezinsimbi ezifanayo (isb., i-Se)
• Ukufunda okusebenzayo: Ukuthuthukisa imiklamo yokuhlola ngendlela ye-D-optimal
• Ukufunda okuqinisiwe: Ukusungula imisebenzi yomvuzo (ukuthuthukiswa kobumsulwa, ukunciphisa amandla)

Amacala Okuthuthukisa Ajwayelekile:

• Ukulungiswa kwephrofayili yokushisa kwe-vacuum distillation: ukwehla okungu-42% ku-Se residue
• Ukuthuthukiswa kwezinga lokucwenga indawo: ukuthuthukiswa okungu-35% ekususweni kwe-Cu
• Ukwenziwa ngcono kwe-electrolyte: ukwanda okungu-28% ekusebenzeni kahle kwamanje

3.2 Izifundo Zendlela Yokususa Ukungcola Ezisizwa Yikhompyutha

Ukulingisa Amandla E-Molecular Dynamics:

• Ukuthuthukiswa kwemisebenzi engaba khona yokusebenzisana kwe-Te-X (X=O,S,Se, njll.)
• Ukulingisa i-kinetics yokuhlukanisa ukungcola emazingeni okushisa ahlukene
• Ukubikezela kwamandla okubopha okungeziwe-okungcolile

Izibalo Zezimiso Zokuqala:

• Ukubalwa kwamandla okwakheka kokungcola ku-tellurium lattice
• Ukubikezela izakhiwo zama-molecule ezisebenza kahle kakhulu
• Ukuthuthukisa izindlela zokusabela kokuthutha komphunga

Izibonelo Zokusetshenziswa:

• Ukutholwa kwe-LaTe₂ entsha yokuchitha umoya-mpilo, okunciphisa okuqukethwe komoya-mpilo kube yi-0.3ppm
• Ukwakhiwa kwama-chelating agents enziwe ngokwezifiso, okuthuthukisa ukusebenza kahle kokususa ikhabhoni ngo-60%

3.3 Ukuthuthukiswa Kwezinqubo Ezimbili Zedijithali kanye Nezibonakalayo

Ukwakhiwa Kwesistimu Yamawele Edijithali:

1. Imodeli yejiyometri: Ukukhiqizwa kabusha kwemishini okunembile kwe-3D
2. Imodeli ebonakalayo: Ukudluliselwa kokushisa okuhlangene, ukudluliselwa kwesisindo, kanye nokuguquguquka koketshezi
3. Imodeli yamakhemikhali: I-kinetics yokusabela kokungcola okuhlanganisiwe
4. Imodeli yokulawula: Izimpendulo zesistimu yokulawula ezilingisiwe

Inqubo Yokwenza Kusebenze Kahle Okubonakalayo:

• Ukuhlola inhlanganisela yezinqubo ezingaphezu kuka-500 esikhaleni sedijithali
• Ukuhlonza amapharamitha abucayi abucayi (ukuhlaziywa kwe-CSV)
• Ukubikezela kwamafasitela okusebenza afanele (ukuhlaziywa kwe-OWC)
• Ukuqinisekiswa kokuqina kwenqubo (ukulingiswa kweMonte Carlo)

4. Indlela Yokusetshenziswa Kwezimboni kanye Nokuhlaziywa Kwezinzuzo

4.1 Uhlelo Lokusebenzisa Ngezigaba

Isigaba I (izinyanga ezingu-0-6):

• Ukusetshenziswa kwezinhlelo zokuthola idatha eziyisisekelo
• Ukusungulwa kwedatha yenqubo
• Ukuthuthukiswa kwamamodeli okubikezela okuqala
• Ukusetshenziswa kokuqapha ipharamitha eyisihluthulelo

Isigaba II (izinyanga ezingu-6-12):

• Ukuqedwa kohlelo lwedijithali oluphindwe kabili
• Ukuthuthukisa amamojula enqubo eyinhloko
• Ukuqaliswa kokulawula okuvaliwe kokuhlola
• Ukuthuthukiswa kohlelo lokulandelela ikhwalithi

Isigaba III (izinyanga ezingu-12-18):

• Ukulungiswa kwe-AI okugcwele kwenqubo
• Izinhlelo zokulawula ezivumelana nezimo
• Izinhlelo zokulungisa ezihlakaniphile
• Izindlela zokufunda eziqhubekayo

4.2 Izinzuzo Ezilindelekile Zezomnotho

Ucwaningo Lwecala Lokukhiqizwa Kwe-Tellurium Ehlanzekile Kakhulu Yamathani angu-50 Ngonyaka:

5. Izinselele Zobuchwepheshe Nezixazululo

5.1 Izithiyo Ezibalulekile Zobuchwepheshe

1. Izinkinga Zekhwalithi Yedatha:
   • Idatha yezimboni iqukethe umsindo omkhulu kanye namanani angekho
   • Izindinganiso ezingaguquguquki kuyo yonke imithombo yedatha
   • Imijikelezo emide yokuthola idatha yokuhlaziya okumsulwa okuphezulu
2. Ukwenziwa Kabusha Kwemodeli:
   • Ukwehluka kwezinto ezingavuthiwe kubangela ukwehluleka kwemodeli
   • Ukuguga kwemishini kuthinta ukuzinza kwenqubo
   • Imininingwane yomkhiqizo omusha idinga ukuqeqeshwa kabusha kwemodeli
3. Ubunzima Bokuhlanganiswa Kwesistimu:
   • Izinkinga zokuhambisana phakathi kwemishini emidala nemisha
   • Ukulibaziseka kwempendulo yokulawula ngesikhathi sangempela
   • Izinselele zokuqinisekisa ukuphepha nokuthembeka

5.2 Izixazululo Ezintsha

Ukuthuthukiswa Kwedatha Evumelana Nezimo:

• Ukukhiqizwa kwedatha yenqubo esuselwe ku-GAN
• Ukufunda ngokudlulisela ukuze kulungiswe ukushoda kwedatha
• Ukufunda okuqondiswe kancane kusetshenziswa idatha engenamalebula

Indlela Yokwenza Amamodeli Okuxubile:

• Amamodeli edatha anqunyelwe yifiziksi
• Ukwakhiwa kwenethiwekhi ye-neural eqondiswa yi-mechanism
• Ukuhlanganiswa kwamamodeli amaningi

Ikhompyutha Esebenzisanayo ye-Edge-Cloud:

• Ukufakwa kwe-Edge kwama-algorithms okulawula okubucayi
• I-Cloud computing yemisebenzi yokwenza ngcono eyinkimbinkimbi
• Ukuxhumana kwe-5G okubambezeleka okuphansi

6. Iziqondiso Zokuthuthukiswa Kwesikhathi Esizayo

1. Ukuthuthukiswa Kwezinto Ezihlakaniphile:
   • Izinto zokuhlanza ezikhethekile eziklanywe nge-AI
   • Ukuhlolwa okuphezulu kwezinhlanganisela zezithako ezifanele kakhulu
   • Ukubikezela izindlela ezintsha zokubamba ukungcola
2. Ukuthuthukiswa Okuzimele Ngokugcwele:
   • Izimo zenqubo yokuzazi
   • Amapharamitha okusebenza azenzela ngcono
   • Isixazululo se-anomaly esizilungisayo
3. Izinqubo Zokuhlanza Okuluhlaza:
   • Ukulungiswa kwendlela yamandla amancane
   • Izixazululo zokusebenzisa kabusha imfucuza
   • Ukuqapha kwe-carbon ngesikhathi sangempela

Ngokuhlanganisa i-AI ejulile, ukuhlanzwa kwe-tellurium kudlula ekuguqukeni okuguquguqukayo kusuka ekuqondisweni kolwazi kuya ekuqondisweni kwedatha, kusukela ekulungiselelweni okuhlukaniswe ngezigaba kuya ekulungiselelweni okuphelele. Izinkampani zelulekwa ukuthi zamukele isu "lokuhlela okuyinhloko, ukuqaliswa okunezigaba", zibeke phambili impumelelo ezinyathelweni zenqubo ebalulekile futhi zakha kancane kancane izinhlelo zokuhlanza ezihlakaniphile eziphelele.