Njengesinyithi esinqabileyo esibalulekileyo, i-tellurium ifumana izicelo ezibalulekileyo kwiiseli zelanga, izixhobo ze-thermoelectric, kunye nokuchongwa kwe-infrared. Iinkqubo zokucoca zemveli zijongene nemingeni efana nokusebenza okuphantsi, ukusetyenziswa kwamandla aphezulu, kunye nokuphuculwa kobunyulu obuncinci. Eli nqaku lazisa ngokucwangcisiweyo indlela ubuchwepheshe bobuchwephesha bokwenziwa obunokuphucula ngayo ngokupheleleyo iinkqubo zokucoca i-tellurium.

1. Imeko yangoku yeTekhnoloji yokuHlambulula iTellurium

1.1 Iindlela kunye nemida yokuCoca iTellurium eqhelekileyo

Iindlela eziphambili zokuCoca:

• Ukucoca nge-vacuum: Ifanelekile ukususa ukungcola okuncinci (umz., Se, S)
• Ukucoca indawo: Isebenza ngokukodwa ekususeni ukungcola kwesinyithi (umz., iCu, iFe)
• Ukucoca nge-electrolytic: Iyakwazi ukususa nzulu ukungcola okwahlukeneyo
• Ukuthuthwa komphunga weekhemikhali: Kungavelisa i-tellurium ecocekileyo kakhulu (umgangatho we-6N nangaphezulu)

Imingeni ephambili:

• Iiparamitha zenkqubo zixhomekeke kumava endaweni yokwenza ngcono inkqubo
• Ukusebenza kakuhle kokususa ukungcola kufikelela kwiingxaki (ingakumbi kwizinto ezingcolisayo ezingezizo ezesinyithi ezifana neoksijini nekhabhoni)
• Ukusetyenziswa kwamandla aphezulu kukhokelela kwiindleko eziphezulu zemveliso
• Utshintsho olukhulu lokucoceka kwebhetshi ukuya kwebhetshi kunye nozinzo olubi

1.2 Iiparameter ezibalulekileyo zokuphucula ukuCoca iTellurium

I-Matrix yeParameter yeNkqubo ePhambili:

2. Isakhelo seSicelo se-AI sokuCoca iTellurium

2.1 Uyilo loBugcisa ngokubanzi

Inkqubo yoLungiso lwe-AI enamanqanaba amathathu:

1. Umaleko wokuqikelela: Iimodeli zokuqikelela iziphumo zenkqubo yokufunda esekwe kumatshini
2. Umaleko wokwenza ngcono: Ii-algorithms zokulungisa iiparameter zeenjongo ezininzi
3. Umaleko wolawulo: Iinkqubo zolawulo lwenkqubo yexesha langempela

2.2 Inkqubo yokuFumana nokuCwangcisa iDatha

Isisombululo sokuHlanganisa idatha esinemithombo emininzi:

• Idatha yesenzi sezixhobo: Iiparameter ezingaphezu kwama-200 kuquka ubushushu, uxinzelelo, izinga lokuhamba kwamanzi
• Idatha yokubeka esweni inkqubo: Iziphumo zohlalutyo lwe-mass spectrometry kunye ne-spectroscopic kwi-intanethi
• Idatha yohlalutyo lwelabhoratri: Iziphumo zovavanyo olungaxhunyiwe kwi-intanethi oluvela kwi-ICP-MS, GDMS, njl.
• Idatha yembali yemveliso: Iirekhodi zemveliso zeminyaka emi-5 edlulileyo (iibhetshi ezili-1000 nangaphezulu)

Ubunjineli beempawu:

• Ukukhupha izinto ze-Time-series kusetyenziswa indlela ye-sliding window
• Ukwakhiwa kweempawu ze-kinetic zokufuduka kokungcola
• Uphuhliso lweematrices zokusebenzisana kweparameter yenkqubo
• Ukusekwa kweempawu zokulinganisela izinto kunye namandla

3. Iiteknoloji zeCore AI ezineenkcukacha ezipheleleyo

3.1 Ukulungiswa kweParameter yeNkqubo eSekelwe kwiMfundo eNzulu

Uyilo lweNethiwekhi yeNeural:

• Umaleko wokufaka: Iiparamitha zenkqubo ezinobukhulu obungama-56 (eziqhelekileyo)
• Iileya ezifihliweyo: Iileya ze-LSTM ezi-3 (ii-neurons ezingama-256) + iileya ezi-2 eziqhagamshelwe ngokupheleleyo
• Umaleko wokuphuma: Izikhombisi zomgangatho ezinemilinganiselo eli-12 (ubunyulu, umxholo wokungcola, njl.njl.)

Amaqhinga oQeqesho:

• Ukufunda ngokugqithisela: Uqeqesho lwangaphambi koqeqesho kusetyenziswa idatha yokucoca iintsimbi ezifanayo (umz., iSe)
• Ukufunda okusebenzayo: Ukuphucula uyilo lovavanyo ngokusebenzisa indlela ye-D-optimal
• Ukufunda okuQinisekisayo: Ukuseka imisebenzi yomvuzo (ukuphucula ubumsulwa, ukunciphisa amandla)

Amatyala aqhelekileyo okuphucula:

• Ukuphuculwa kweprofayili yobushushu be-vacuum distillation: Ukunciphisa i-42% kwi-Se residue
• Ukuphuculwa kwenqanaba lokucocwa kwendawo: ukuphuculwa kwe-35% ekususweni kwe-Cu
• Ukulungiswa kwe-electrolyte formulation: Ukwanda kwe-28% ekusebenzeni kakuhle okwangoku

3.2 Izifundo zeNkqubo yokususa ukungcola ezixhaswa yiKhompyutha

Ukulinganisa iiMolecular Dynamics:

• Uphuhliso lwemisebenzi enokwenzeka yokusebenzisana kwe-Te-X (X=O,S,Se, njl. njl.)
• Ukulinganisa i-kinetics yokwahlulwa kokungcola kumaqondo obushushu ahlukeneyo
• Ukuqikelela amandla okubopha okongeziweyo-okungcolileyo

Ubalo lweMigaqo yokuQala:

• Ukubalwa kwamandla okwenziwa kokungcola kwi-tellurium lattice
• Ukuqikelela izakhiwo zeemolekyuli ezichanekileyo ze-chelating
• Ukuphucula iindlela zokusabela ekuthuthweni komphunga

Imizekelo yoSetyenziso:

• Ukufunyanwa kwesixhobo esitsha sokucoca ioksijini iLaTe₂, esinciphisa umxholo weoksijini ukuya kwi-0.3ppm
• Uyilo lwee-chelating agents ezenzelwe wena, ukuphucula ukusebenza kakuhle kokususa ikhabhoni ngama-60%

3.3 Ukulungiswa kweNkqubo yeDijithali kunye neVirtual Twin

Ukwakhiwa kweNkqubo yeeDijithali ezimbini:

1. Imodeli yejiyometri: Ukuveliswa kwakhona kwezixhobo ngokuchanekileyo kwe-3D
2. Imodeli ebonakalayo: Ukudluliselwa kobushushu okudibeneyo, ukudluliselwa kobunzima, kunye nokuguquguquka kolwelo
3. Imodeli yeekhemikhali: I-kinetics yokusabela kokungcola okudibeneyo
4. Imodeli yoLawulo: Iimpendulo zenkqubo yolawulo ezilinganisiweyo

Inkqubo yokwenza ngcono i-Virtual:

• Ukuvavanya iindibaniselwano zeenkqubo ezingaphezu kwama-500 kwindawo yedijithali
• Ukuchongwa kweeparameters ezibucayi ezibalulekileyo (uhlalutyo lwe-CSV)
• Uqikelelo lweendlela ezifanelekileyo zokusebenza (uhlalutyo lwe-OWC)
• Ukuqinisekiswa kokuqina kwenkqubo (ukulinganisa iMonte Carlo)

4. Indlela yokuphunyezwa kwemizi-mveliso kunye nohlalutyo lwezibonelelo

4.1 Isicwangciso sokuSebenza ngokweSigaba

Isigaba I (iinyanga ezi-0-6):

• Ukusasazwa kweenkqubo zokufumana idatha ezisisiseko
• Ukusekwa kwedathabheyisi yeenkqubo
• Uphuhliso lweemodeli zokuqikelela kwangaphambili
• Ukuphunyezwa kokubeka esweni iiparameter ezibalulekileyo

Isigaba sesiBini (iinyanga ezi-6-12):

• Ukugqitywa kwenkqubo yamawele edijithali
• Ukwenziwa ngcono kweemodyuli zenkqubo engundoqo
• Ukuqaliswa kolawulo oluvaliweyo
• Uphuhliso lwenkqubo yokulandelela umgangatho

Isigaba sesiThathu (iinyanga ezili-12-18):

• Ukulungiswa kwe-AI epheleleyo kwenkqubo
• Iinkqubo zolawulo eziziqhelanisayo
• Iinkqubo zolondolozo ezikrelekrele
• Iindlela zokufunda eziqhubekekayo

4.2 Iingenelo zoqoqosho ezilindelekileyo

Uphononongo lweMpawu zoMveliso weTellurium eNgcwele kakhulu eneetoni ezingama-50 ngonyaka:

5. Imingeni yoBugcisa kunye neZisombululo

5.1 Iingxaki zoBugcisa eziPhambili

1. Imiba yoMgangatho weDatha:
   • Idatha yemizi-mveliso inengxolo ebalulekileyo kunye namaxabiso angekhoyo
   • Imigangatho engahambelaniyo kuyo yonke imithombo yedatha
   • Imijikelo emide yokufumana idatha yohlalutyo olucocekileyo kakhulu
2. Ukwenziwa ngokubanzi kweModeli:
   • Ukwahluka kwezinto eziluhlaza kubangela ukusilela kwemodeli
   • Ukwaluphala kwezixhobo kuchaphazela uzinzo lwenkqubo
   • Iinkcukacha zemveliso entsha zifuna uqeqesho olutsha lwemodeli
3. Ubunzima bokuHlanganisa iiNkqubo:
   • Iingxaki zokuhambelana phakathi kwezixhobo ezindala nezintsha
   • Ukulibaziseka kwempendulo yolawulo ngexesha langempela
   • Imingeni yokuqinisekisa ukhuseleko nokuthembeka

5.2 Izisombululo Ezintsha

Uphuculo lweDatha oluZilungelelanisayo:

• Ukuveliswa kwedatha yenkqubo esekwe kwi-GAN
• Ukufunda ngokudluliselwa kwemali ukuze kulungiswe ukunqongophala kwedatha
• Ukufunda okujongwe kancinci kusetyenziswa idatha engenalebhile

Indlela yokuModeli yeHybrid:

• Iimodeli zedatha ezixinzelelweyo kwiFiziksi
• Uyilo lwenethiwekhi ye-neural olukhokelwa yi-mechanism
• Ukuhlanganiswa kwemodeli yokuthembeka okuninzi

Ikhompyutha Esebenzisanayo ye-Edge-Cloud:

• Ukusasazwa komda wee-algorithms zolawulo olubalulekileyo
• I-cloud computing yemisebenzi yokulungisa enzima
• Unxibelelwano lwe-5G oluphantsi koxinzelelo

6. Imiyalelo yoPhuhliso lweXesha elizayo

1. Uphuhliso lwezinto ezikrelekrele:
   • Izixhobo zokucoca ezikhethekileyo ezenzelwe i-AI
   • Ukuhlolwa okuphezulu kweendibaniselwano zezongezo ezifanelekileyo
   • Ukuqikelela iindlela ezintsha zokubamba ukungcola
2. Ukwenziwa ngcono okuZimeleyo ngokupheleleyo:
   • Iimeko zenkqubo yokuzazi
   • Iiparameter zokusebenza ezizilungiselelayo
   • Isisombululo se-anomaly esizilungisa ngokwaso
3. Iinkqubo zokuCoca okuLuhlaza:
   • Ukulungiswa kwendlela yamandla amancinci
   • Izisombululo zokuphinda kusetyenziswe inkunkuma
   • Ukubeka esweni i-carbon footprint ngexesha langempela

Ngokudityaniswa kwe-AI enzulu, ukucocwa kwe-tellurium kudlula kutshintsho olukhulu ukusuka ekuqhutyweni ngamava ukuya ekuqhutyweni kwedatha, ukusuka ekucwangcisweni okuhlukeneyo ukuya ekucwangcisweni okubanzi. Iinkampani ziyacetyiswa ukuba zamkele icebo "lokucwangcisa okuphambili, ukuphunyezwa ngokwezigaba", zibeke phambili impumelelo kwiinkqubo ezibalulekileyo kwaye zakha kancinci kancinci iinkqubo ezibanzi zokucoca ezikrelekrele.