Njengesixhobo esibalulekileyo sesinyithi esinqabileyo, i-tellurium ifumana izicelo ezibalulekileyo kwiiseli zelanga, izixhobo ze-thermoelectric, kunye nokufunyanwa kwe-infrared. Iinkqubo zokucoca ngokwesithethe zijongene nemingeni efana nokusebenza okuphantsi, ukusetyenziswa kwamandla aphezulu, kunye nokuphuculwa okuncinci kokucoceka. Eli nqaku lazisa ngokucwangcisiweyo ukuba itekhnoloji ye-intelligence intelligence inokuphucula ngokupheleleyo iinkqubo zokucoca i-tellurium.

1. Isimo sangoku seTellurium Purification Technology

1.1 Iindlela zokuCoca iTellurium eziqhelekileyo kunye neMida

Iindlela zokucoca eziphambili:

• Ivacuum distillation: Ifanelekile ukukhupha izinto ezimdaka ezisezantsi (umz., Se, S)
• Ukusulungekiswa kwendawo: Isebenza ngakumbi ekususeni ubumdaka obuyintsimbi (umzekelo, Cu, Fe)
• Ukucocwa kwe-Electrolytic: Iyakwazi ukususa ubunzulu obuhlukeneyo
• Ukuthuthwa komphunga weChemical: Inokuvelisa i-ultra-high-purity tellurium (ibakala le-6N nangaphezulu)

Imingeni engundoqo:

• Iiparameters zenkqubo zixhomekeke kumava kunokuluphuculo olucwangcisiweyo
• Ukusebenza kokususa ukungcola kufikelela kwiibhotile (ingakumbi kwizinto ezingcolileyo ezingezo zentsimbi njengeoksijini kunye nekhabhoni)
• Ukusetyenziswa kwamandla aphezulu kukhokelela kwiindleko eziphezulu zemveliso
• Iinguqu eziphawulekayo ze-batch-to-batch zokucoceka kunye nokuzinza okubi

1.2 IiParameters ezibalulekileyo zokuPhuculwa kweTellurium

IMatrix yeNkqubo engundoqo:

2. Isakhelo seSicelo se-AI seTellurium Purification

2.1 Uyilo loBugcisa lulonke

Inkqubo yoPhuculo ye-AI enamanqanaba amathathu:

1. Umaleko wokuqikelela: Iimodeli zokuqikelela iziphumo ezisekwe kumatshini wokufunda
2. Umaleko wokuphucula: Ii-algorithms zeparamitha yeenjongo ezininzi
3. Uluhlu lokulawula: Iinkqubo zokulawula inkqubo yexesha langempela

2.2 Ukufunyanwa kwedatha kunye neNkqubo yokuLungiselela

Isisombululo soDityaniso lweDatha yemithombo emininzi:

• Idatha ye-sensor yesixhobo: I-200+ iiparamitha ezibandakanya ukushisa, uxinzelelo, izinga lokuhamba
• Idatha yokubeka iliso kwinkqubo: I-intanethi ye-mass spectrometry kunye neziphumo zohlalutyo lwe-spectroscopic
• Idatha yohlalutyo lwebhubhoratri: Iziphumo zovavanyo ngaphandle kweintanethi ezivela kwi-ICP-MS, GDMS, njl.
• Idatha yemveliso yembali: Iirekhodi zemveliso ukusuka kwiminyaka emi-5 edlulileyo (iibhetshi ezili-1000+)

UbuNjineli boMphakathi:

• Uluhlu lwexesha lokutsalwa kusetyenziswa indlela yefestile yokutyibilika
• Ukwakhiwa kokuhamba kokungcola iimpawu zekinetic
• Uphuhliso lwematriki yonxibelelwano lweparamitha yenkqubo
• Ukusekwa kwezinto kunye neempawu zokulinganisa amandla

3. Ubuchwephesha boBuchule be-AI obunzulu

3.1 UPhuculo lweParameter eSekwe kwiNkqubo yokuFunda ngokuNzulu

INeural Network Architecture:

• Umaleko wegalelo: Iiparamitha zenkqubo ye-56-dimensional (eqhelekileyo)
• Iingqimba ezifihliweyo: I-3 LSTM layers (256 neurons) + 2 iileyile ezixhunyiwe ngokupheleleyo
• Umaleko wemveliso: Iimpawu zomgangatho we-12-dimensional (ubunyulu, umxholo wokungcola, njl.)

IziCwangciso zoQeqesho:

• Utshintshelo lokufunda: Uqeqesho lwangaphambili kusetyenziswa idatha yokucoca yeentsimbi ezifanayo (umz., Se)
• Ukufunda okusebenzayo: Ukuphucula uyilo lokulinga kusetyenziswa indlela yeD-optimal
• Ukomeleza ukufunda: Ukuseka imisebenzi yokuvuza (ukuphucula ubunyulu, ukunciphisa amandla)

Iimeko eziqhelekileyo zokuSebenza:

• Ukulungiswa kweprofayili yedistillation ye-vacuum: i-42% yokunciphisa intsalela ye-Se
• Ukulungiswa kwereyithi yokucokisa indawo: 35% yokuphucula ekususweni kweCu
• I-Electrolyte formulation optimization: i-28% yonyuka kwintsebenzo yangoku

3.2 Izifundo zeComputer-Aided Impurity Removal Mechanism

Ufaniso lweMolekyuli yeDynamics:

• Uphuhliso lwe-Te-X (X=O,S,Se, njl.njl.) imisebenzi enokwenzeka yentsebenziswano
• Ukulinganisa i-kinetics yokwahlukana kokungcola kumaqondo okushisa ahlukeneyo
• Uqikelelo lwamandla adibanisayo-ukungcola okubophayo

Ubalo lweMithetho-siseko yokuQala:

• Ukubalwa kwamandla okwenziwa kokungcola kwi-tellurium lattice
• Uqikelelo lwezakhiwo ze-molekyuli ze-chelating
• Ukwandiswa kweendlela zokusabela kuthutho lomphunga

Imizekelo yosetyenziso:

• Ukufunyanwa kwenoveli ye-oxygen scavenger LaTe₂, ukunciphisa umxholo we-oksijini ukuya kwi-0.3ppm
• Uyilo lweearhente zokutshiza ezilungelelanisiweyo, ukuphucula ukusebenza kakuhle kokususwa kwekhabhoni ngama-60%

3.3 I-Digital Twin kunye noPhuculo lweNkqubo yeVirtual

Ulwakhiwo lweNkqubo yeDijithali yamawele:

1. Imodeli yejometri: Ukuchaneka okuchanekileyo kwe-3D yezixhobo
2. Imodeli ebonakalayo: Ukuhanjiswa kobushushu okudibeneyo, ukuhanjiswa kobuninzi, kunye nokutshintsha kolwelo
3. Imodeli yeMichiza: I-kinetics yokusabela kokungcola okudibeneyo
4. Imodeli yokulawula: Iimpendulo zenkqubo yokulawula efanisiweyo

Inkqubo yoPhuculo lweViral:

• Ukuvavanya 500+ inkqubo indibaniselwano kwindawo yedijithali
• Ukuchongwa kweeparamitha ezibucayi (uhlalutyo lweCSV)
• Uqikelelo lweefestile ezifanelekileyo zokusebenza (uhlalutyo lwe-OWC)
• Uqinisekiso lokuqina kwenkqubo (Ukulinganisa kweMonte Carlo)

4. INdlela yokuPhunyezwa kweShishini kunye noHlahlelo lweNzuzo

4.1 IsiCwangciso sokuPhumeza ngeSigaba

Isigaba I (0-6 iinyanga):

• Ukusasazwa kweenkqubo ezisisiseko zokufunyanwa kwedatha
• Ukusekwa kovimba wenkqubo
• Ukuphuhliswa kweemodeli zokuxela kwangaphambili
• Ukuzalisekiswa koqwalaselo lwepharamitha engundoqo

Isigaba II (iinyanga ezi-6-12):

• Ukugqitywa kwenkqubo yamawele edijithali
• Ukuphuculwa kweemodyuli zenkqubo engundoqo
• Ukuphunyezwa kolawulo oluvaliweyo
• Uphuhliso lwenkqubo yokulandelela umkhondo

Isigaba III (iinyanga ezili-12-18):

• Inkqubo epheleleyo ye-AI
• Iinkqubo zokulawula eziguqukayo
• Iinkqubo zogcino ezikrelekrele
• Iindlela zokufunda eziqhubekayo

4.2 IiNzuzo zoQoqosho ezilindelekileyo

I-Case Study ye-50-toni yoNyaka yeMveliso ye-Tellurium ephezulu yoNyaka:

5. Imingeni yobuGcisa kunye nezisombululo

5.1 IiBottlenecks ezingundoqo zobuGcisa

1. Imiba yoMgangatho weDatha:
   • Idatha yoshishino iqulethe ingxolo ebalulekileyo kunye namaxabiso alahlekileyo
   • Imigangatho engahambelaniyo kuyo yonke imithombo yedatha
   • Imijikelo emide yokufumana idatha yohlalutyo olusulungekileyo
2. Ukwenziwa ngokubanzi koMfanekiso:
   • Ukwahluka kwemathiriyeli ekrwada kubangela ukusilela kwemodeli
   • Ukuguga kwezixhobo kuchaphazela ukuzinza kwenkqubo
   • Iimpawu ezintsha zemveliso zifuna ukuqeqeshwa kwakhona kwemodeli
3. Ubunzima boManyano lweNkqubo:
   • Imiba yokuhambelana phakathi kwezixhobo ezindala kunye nezitsha
   • Ulibaziseko lwempendulo yolawulo lwexesha lokwenyani
   • Imingeni yokuqinisekisa ukhuseleko nokuthembeka

5.2 Izisombululo ezitsha

Uphuculo lwedatha eqhelanisiweyo:

• Ukuveliswa kwedatha yenkqubo esekwe kwi-GAN
• Utshintshelo lokufunda ukubuyisela ukunqongophala kwedatha
• Ukufunda ngokulinganayo kusetyenziswa idatha engabhalwanga

Indlela yoMfanekiso weHybrid:

• Imifuziselo yedatha enyanzelwe ngefiziksi
• Uyilo lwenethiwekhi ye-neural ekhokelwa yiMechanism
• Ukudibanisa imodeli yokuthembeka okuninzi

I-Edge-Cloud Collaborative Computing:

• Ukusasazwa komda wee-algorithms zolawulo olubalulekileyo
• I-computing yamafu kwimisebenzi enzima yokuphucula
• Unxibelelwano lwe-5G olusezantsi

6. Izalathiso zoPhuhliso lwexesha elizayo

1. Uphuhliso Lwezinto Ezikrelekrele:
   • I-AI eyenzelwe izixhobo zokucoca ezikhethekileyo
   • Uvavanyo oluphezulu lwemidibaniso eyongeziweyo
   • Uqikelelo lweendlela ezintsha zokubamba ukungcola
2. UPhuculo oluZimela ngokuPheleleyo:
   • Inkqubo yokuzazi ithi
   • Iiparamitha zokusebenza zokuziphucula
   • Isisombululo esingaqhelekanga sokuzilungisa
3. Iinkqubo zokuCoca uhlaza:
   • Ubuncinci bokusebenzisa indlela yamandla
   • Izisombululo zokwenziwa ngokutsha kwenkunkuma
   • Ixesha langempela lokujongwa kwekhabhoni

Ngokudityaniswa kwe-AI enzulu, ukuhlanjululwa kwe-tellurium kuqhuba ukuguqulwa kwenguqu ukusuka kumava aqhutywe kwi-data-driven driven, ukusuka kwi-segmentation optimization ukuya kwi-holistic optimization. Iinkampani zicetyiswa ukuba zamkele "isicwangciso esiphambili, ukuphunyezwa ngezigaba", ukubeka phambili impumelelo kumanyathelo enkqubo ebalulekileyo kunye nokwakha ngokuthe ngcembe iinkqubo zokucoca ezikrelekrele.