Njengensimbi engavamile yamasu abalulekile, i-tellurium ithola izinhlelo zokusebenza ezibalulekile kumaseli elanga, izinto zikagesi we-thermoelectric, nokutholwa kwe-infrared. Izinqubo zokuhlanza zendabuko zibhekana nezinselele ezifana nokusebenza kahle okuphansi, ukusetshenziswa kwamandla okuphezulu, nokuthuthukiswa kokuhlanzeka okulinganiselwe. Lesi sihloko sethula ngokuhlelekile ukuthi ubuchwepheshe bokwenziwa kobuhlakani bungakwazi kanjani ukuthuthukisa ngokugcwele izinqubo zokuhlanza i-tellurium.

1. Isimo samanje seTellurium Purification Technology

1.1 Izindlela Nemikhawulo Ejwayelekile Yokuhlanza I-Tellurium

Izindlela Zokuhlanza Eziyinhloko:

• I-vacuum distillation: Ilungele ukususa ukungcola okungamaphoyinti abilayo aphansi (isb., Se, S)
• Ukucwengwa kwendawo: Kusebenza kahle kakhulu ekususeni ukungcola kwensimbi (isb., Cu, Fe)
• I-Electrolytic refining: Iyakwazi ukususa ukungcola okuhlukahlukene
• Ukuthuthwa komhwamuko wamakhemikhali: Kungakhiqiza i-tellurium ephezulu-high-purity (ibanga le-6N nangaphezulu)

Izinselelo Ezibalulekile:

• Amapharamitha enqubo ancike kokuhlangenwe nakho esikhundleni sokuthuthukisa ngendlela ehlelekile
• Ukusebenza kahle kokususa ukungcola kufinyelela ezinkingeni (ikakhulukazi ukungcola okungeyona okwensimbi njengomoya-mpilo kanye nekhabhoni)
• Ukusetshenziswa kwamandla okuphezulu kuholela ezindlekweni zokukhiqiza eziphakeme
• Izinguquko ezibalulekile ze-batch-to-batch zokuhlanzeka nokuzinza okubi

1.2 Amapharamitha Abalulekile Okuthuthukisa I-Tellurium Purification

I-Core Process Parameter Matrix:

2. I-AI Application Framework for Tellurium Purification

2.1 I-Architecture Yobuchwepheshe Iphelele

Uhlelo Lokuthuthukisa lwe-AI olunezigaba ezintathu:

1. Isendlalelo sokubikezela: Amamodeli wokubikezela umphumela wenqubo esekelwe ekufundeni komshini
2. Isendlalelo sokuthuthukisa: Ama-algorithms wokuthuthukisa ipharamitha enezinjongo eziningi
3. Isendlalelo sokulawula: Amasistimu okulawula inqubo yesikhathi sangempela

2.2 Uhlelo Lokutholwa Kwedatha Nokucubungula

Isixazululo Sokuhlanganisa Idatha Yemithombo eminingi:

• Idatha yenzwa yezisetshenziswa: amapharamitha angama-200+ afaka izinga lokushisa, ingcindezi, izinga lokugeleza
• Idatha yokuqapha inqubo: I-online mass spectrometry nemiphumela yokuhlaziywa kwe-spectroscopic
• Idatha yokuhlaziya ilabhorethri: Imiphumela yokuhlolwa engaxhunyiwe ku-inthanethi evela ku-ICP-MS, GDMS, njll.
• Idatha yomlando yokukhiqiza: Amarekhodi okukhiqiza kusukela eminyakeni engu-5 edlule (amaqoqo angu-1000+)

Ubunjiniyela besici:

• Isici sochungechunge lwesikhathi sisebenzisa indlela yewindi elislayidayo
• Ukwakhiwa kwezici zekinetic zokufuduka kokungcola
• Ukuthuthukiswa kwamatrices okusebenzisana kwepharamitha yenqubo
• Ukusungulwa kwezici zebhalansi yezinto kanye namandla

3. I-Core AI Optimization Technologies enemininingwane

3.1 Ukuthuthukisa Ipharamitha Yenqubo Esekelwe Ukufunda Okujulile

I-Neural Network Architecture:

• Isendlalelo okokufaka: amapharamitha enqubo engu-56-dimensional (enziwe ngokwejwayelekile)
• Izendlalelo ezifihliwe: 3 LSTM layers (256 neurons) + 2 izendlalelo ezixhumeke ngokugcwele
• Isendlalelo sokuphumayo: izinkomba zekhwalithi engu-12-dimensional (ubumsulwa, okuqukethwe ukungcola, njll.)

Amasu okuqeqesha:

• Ukudlulisa ukufunda: Ukuqeqeshwa kwangaphambili kusetshenziswa idatha yokuhlanza yezinsimbi ezifanayo (isb, Se)
• Ukufunda okusebenzayo: Ukuthuthukisa imiklamo yokuhlola usebenzisa indlela ye-D-optimal
• Ukuqinisa ukufunda: Ukusungula imisebenzi yemivuzo (ukuthuthukiswa kokuhlanzeka, ukunciphisa amandla)

Izimo Ezijwayelekile Zokuthuthukisa:

• Ukulungiswa kwephrofayili yokushisa kwe-vacuum distillation: ukuncishiswa okungu-42% kuzinsalela ze-Se
• Ukuthuthukiswa kwezinga lokucwenga indawo: ukuthuthukiswa okungama-35% ekususweni kwe-Cu
• Ukulungiselelwa kokwakhiwa kwe-Electrolyte: ukwanda okungama-28% ekusebenzeni kahle kwamanje

3.2 Izifundo Zendlela Yokususa Ukungcola Esizwa Ikhompyutha

Ukulingisa kwe-Molecular Dynamics:

• Ukuthuthukiswa kwe-Te-X (X=O,S,Se, njll.) imisebenzi engaba khona yokusebenzisana
• Ukulingisa ama-kinetics okuhlukanisa ukungcola kumazinga okushisa ahlukene
• Ukubikezela kwamandla okubopha okungeziwe-ukungcola

Izibalo Zezimiso Zokuqala:

• Ukubalwa kwamandla okwakhiwa kokungcola ku-tellurium lattice
• Ukubikezela kwezakhiwo zama-molecular chelating
• Ukuthuthukisa izindlela zokusabela zokuthutha umhwamuko

Izibonelo Zohlelo Lokusebenza:

• Ukutholwa kwenoveli ye-oxygen scavenger LaTe₂, kunciphisa okuqukethwe komoyampilo ku-0.3ppm
• Idizayini yama-agent e-chelating enziwe ngokwezifiso, ukuthuthukisa ukusebenza kahle kokususwa kwekhabhoni ngo-60%

3.3 I-Digital Twin kanye Nokuthuthukiswa Kwenqubo Ebonakalayo

I-Digital Twin System Construction:

1. Imodeli yeJiyomethri: Ukukhiqizwa kabusha kwe-3D okunembile kwemishini
2. Imodeli ebonakalayo: Ukudluliswa kokushisa okuhlanganisiwe, ukudluliswa kwenqwaba, kanye namandla oketshezi
3. Imodeli yamakhemikhali: I-kinetics yokusabela kokungcola okuhlanganisiwe
4. Imodeli yokulawula: Izimpendulo zesistimu yokulawula efanisiwe

Inqubo Yokuthuthukisa Okubonakalayo:

• Ihlola inhlanganisela yenqubo engu-500+ esikhaleni sedijithali
• Ukukhonjwa kwamapharamitha abucayi (ukuhlaziywa kwe-CSV)
• Ukubikezela kwamafasitela asebenza kahle (ukuhlaziywa kwe-OWC)
• Ukuqinisekiswa kokuqina kwenqubo (ukulingiswa kwe-Monte Carlo)

4. Indlela Yokusebenzisa Izimboni kanye Nokuhlaziywa Kwezinzuzo

4.1 Uhlelo Lokusebenza Lwezigaba

Isigaba I (0-6 izinyanga):

• Ukuthunyelwa kwamasistimu okutholwa kwedatha
• Ukusungulwa kwesizindalwazi senqubo
• Ukuthuthukiswa kwamamodeli wokubikezela kokuqala
• Ukuqaliswa kokuqapha kwepharamitha ebalulekile

Isigaba II (izinyanga ezingu-6-12):

• Ukuqedwa kwesistimu yamawele edijithali
• Ukuthuthukisa amamojula wenqubo eyinhloko
• Ukuqaliswa kokulawulwa kwe-pilot evaliwe
• Ukuthuthukiswa kwesistimu yokulandelelwa kwekhwalithi

Isigaba III (izinyanga eziyi-12-18):

• Inqubo ephelele ye-AI optimization
• Amasistimu okulawula okuguquguqukayo
• Amasistimu okulungisa ahlakaniphile
• Izindlela zokufunda eziqhubekayo

4.2 Izinzuzo Zezomnotho Ezilindelwe

I-Case Study ye-50-tons Annual High-Purity Tellurium Production:

5. Izinselele Ezobuchwepheshe Nezixazululo

5.1 Amabhodlela Ezobuchwepheshe Abalulekile

1. Izinkinga Zekhwalithi Yedatha:
   • Idatha yezimboni iqukethe umsindo obalulekile namanani angekho
   • Amazinga angahambisani kuyo yonke imithombo yedatha
   • Imijikelezo emide yokutholwa kwedatha yokuhlaziya ubumsulwa obuphezulu
2. Ukwenziwa Kwemodeli:
   • Ukwehluka kwempahla eluhlaza kubangela ukwehluleka kwemodeli
   • Ukuguga kwemishini kuthinta ukuzinza kwenqubo
   • Ukucaciswa komkhiqizo omusha kudinga ukuqeqeshwa kabusha kwemodeli
3. Ubunzima Bokuhlanganiswa Kwesistimu:
   • Izinkinga zokuhambisana phakathi kwezinto ezindala nezintsha
   • Ukubambezeleka kwempendulo yokulawula kwesikhathi sangempela
   • Izinselele zokuqinisekisa ukuphepha nokuthembeka

5.2 Izixazululo Ezintsha

Ukuthuthukiswa Kwedatha Eguqukayo:

• Ukukhiqizwa kwedatha yenqubo esekelwe ku-GAN
• Dlulisa ukufunda ukuze unxephezele ukushoda kwedatha
• Ukufunda okugadwe kancane kusetshenziswa idatha engenamalebula

Indlela ye-Hybrid Modelling:

• Amamodeli edatha ekhawulelwe ku-physics
• Izakhiwo zenethiwekhi ye-neural eqondiswa yi-Mechanism
• Ukuhlanganiswa kwemodeli ye-Multi-fidelity

I-Edge-Cloud Collaborative Computing:

• Ukuthunyelwa komkhawulo wama-algorithms okulawula okubalulekile
• I-Cloud computing yemisebenzi eyinkimbinkimbi yokwenza kahle
• Ukuxhumana okuphansi kwe-5G

6. Iziqondiso Zokuthuthukiswa Kwekusasa

1. Ukuthuthukiswa Kwezinto Ezihlakaniphile:
   • Izinto zokuhlanza ezikhethekile ezidizayinelwe yi-AI
   • Ukuhlolwa komphumela ophezulu wezinhlanganisela ezingeziwe ezilungile
   • Ukubikezelwa kwezindlela ezintsha zokuthwebula ukungcola
2. Ukuthuthukisa Okuzenzakalelayo Ngokugcwele:
   • Izifunda zenqubo yokuzazi
   • Imingcele yokusebenza yokuzilungiselela
   • Isixazululo esididayo sokuzilungisa
3. Izinqubo Zokuhlanza Okuluhlaza:
   • Ubuncane bendlela yamandla
   • Izixazululo zokugaywa kabusha kwemfucuza
   • Ukuqapha kwe-carbon footprint yesikhathi sangempela

Ngokuhlanganiswa okujulile kwe-AI, ukuhlanzwa kwe-tellurium kuba nenguquko eguquguqukayo kusukela ekuqhubekiseni phambili kokuhlangenwe nakho kuya kokushayelwa idatha, kusukela ekwenziweni okuhle ngezigaba kuya ekusetshenzisweni okuphelele. Izinkampani zelulekwa ukuthi zamukele isu “lokuhlela okuyinhloko, ukuqaliswa kwezigaba”, zibeke phambili impumelelo ezinyathelweni zenqubo ebucayi futhi kancane kancane zakhe amasistimu okuhlanza ahlakaniphile.