AI-QMS ndaw forensic DNA: sohyoz sawmeh caux wangzlaz

Fenhxik DNA youq ndaw fazliz seizneix heuh baenz aen saeh ceiq laeg biologiy mozlezi. Danghseiz ienjbonj biologiy miz gij gienz canzcuengh cingcing, sonfap STR (Short Tandem Repeat) naeuz daiq biujyienh hoengq soqhag gaeuq dingh. Hoeng youq ndaw saehcingz cinxceiq, cienzsi miz laux laepcaiq DNA lai boux, loeglaeg loegloeg. Youq ndaw gij saehcingz ndei yak neix, boux vunz yawj baenz miz gij fwtfaeuj caeuq gij gvaqdoek.

Viq liux gaijcied gij hoengq neix, Aething Inc. guh ok aen cienci AI-QMS (Artificial Intelligence Quality Management System) heuh hawj yizienz swhyenz guh hong, anq gujgya caeuq giygoan fazliz.

Cingzci song caeng: Soqhag dingqsingq caeuq hag laeg

Mojhingz gvanx yienz gij lwnh “roen hek”, fazliz mbouj haenx yienghneix aen cienzsi mbouj ndaej rox gyoengq. Viq liux yawj ndaej cingcing caeuq gvaq dingh, aen cienci gouz miz song caeng:

[STR dienqsiz (.fsa/.hid)]
                  │
                  ▼
┌──────────────────────────────────────────────┐
│ Caeng ciemx cienz soqhag dingqsingq          │
│ - SciPy / Pandas gij gaij                    │
│ - Stutter caeuq gij hek                      │
└──────────────────────┬───────────────────────┘
                       │
                       ▼
┌──────────────────────────────────────────────┐
│ Sim wangzloz sinzing laeg                    │
│ - 1D CNN deconvolution                       │
│ - LSTM Allelic Phase Tracker                 │
└──────────────────────┬───────────────────────┘
                       │
                       ▼
┌──────────────────────────────────────────────┐
│ Cizliengh caeuq gij guekci                   │
│ - ENFSI & INTERPOL gij biuconj               │
│ - Likelihood Ratio (LR) soqhag               │
└──────────────────────────────────────────────┘

1. Soqhag dingqsingq ciemx cienz

Cienz ndaw wangzloz sinzing, gij vwnzgen (.fsa / .hid) aeu baenz soqhag C++ caeuq SciPy ciemx ndeindei, cawxbaenz gij faex hoengq dingq singq.

2. Wangzloz sinzing laeg deconvolution

Gij sinqhoh aeu baenz 1D-CNN caeuq LSTM ciemx, faen ok 3 boux caeuq 4 boux DNA laepcaiq, cawxbaenz gij alel laep.

3. Cizliengh biuconj gij guekci

Aen cienci baenz aen cizliengh biuj, anq ENFSI caeuq INTERPOL guekci biuconj. Mwh alel heuh miz gij dingh singq.

Yingqgen yawh gyaep Cerebras

Guh lai cien duenh iterasi ndaw 1 meux aeu gij heiq naeuz hung. Aething Inc. aeu Cerebras caeuq GPU hung baenz aen cienci. Aen neix guh hawj mwh hong ceiq vaiq, cawxbaenz geij meux dauh yienz.

Cungjcied

Gyaeuj soqhag dingqsingq caeuq deep learning hawj yizienz swhyenz ndaej 100% gij daengh caeuq cienzsi deizcingh hawj fazliz ceiq ndei.