IA ci tabaxaat xew-xewu physique particule
IA dafay tabaxaat li particule yi defoon ci biir detektër yu mel ni ñooñu ci Large Hadron Collider, di soppi hit yu kaptër yu ñor yi ci ay raay, doole, ak dàntite particule.
Résumé
It matters because collisions happen 40 million times a second and most data must be discarded in microseconds.
Plongeur bu xóot
Su proton yi mbëkkante ci LHC, mbalit mi dafay jaar ci detektër yu bari yuy enregistre ay milioŋ ciy siñaal elektronik ci xew-xew bu nekk. Tabaxaat mooy soppi dóor yooyu nekk mbir yu physique: ay particule yu am charge yuy xawa sëgg ci benn champ magnétique, depositu energie ci kalorimetre yi, ak dàntite jet yi, electron yi, muon yi ak photon yi. IA leegi dafay jàppale ci bépp etap. Reseau neuronal yu graafik dañuy jàppee hit detektër yi ni ay node ba noppi jàng ci yan bokk ci benn piste particule, jafe-jafe bu metti boole. Modèle convolutionnel ak graphique dañuy def etiketu jet, ngir xam ndax spray particule yi ci quark bi ci suuf lañu bawoo, ci quark bi ci kaw, wala ci boson W buñ gëna dooleel. Li gëna am solo mooy jàngu masin bi dafay daw itam ci dekkileer bi, filtre bi gëna gaaw mooy tànn ban mbëkkante lañu wara tëye.
Gis-gis xarala
Combinatorics moo ëpp solo ci wër topp yi: ak fukki junni hit, algorithm classique yi duñu mëna eskale bu baax. Reseau neuronal yu graafik dañuy tabax graafiku lëkkaloo hit-to-hit yu wóor ba noppi ñu xaaj boor yi ñu bokk ci benn piste, ba noppi ñu boole leen. Jet tagger yi dañuy jëfandikoo substructure bi, di motif bi ci biir particule yi, ñuy faral di jëfandikoo li jet quark yi ci suuf yi denc ñaareelu collu yu bawoo ci hadron yu gàtt yuy tukki fu soriwul balaa ñuy yàqu.
njeextalu pexe
Tabax tànneef
Ni ñuy jëmmale aplikaasioŋ bi mooy wane ndax IA dafay gëna baaxal njariñ yi.
Ekip ak def liggéey
Integraasioŋ bu baax ci def liggéey dafay jur njariñu liggéey bu jëfandikukat yi mëna wóolu.
Risk ak kaaraange
Jëfandikoo bu jaar yoon dina wàññi coono coppite ak risku samp gi.
Ëlëgu IA ci tabaxaat xew-xewu physique particule
Bi LHC bu Leer bu kawe bi yegsee, mbëkkante yi dina ñu gëna bari, loolu mooy tax tabaxaat bi gëna tar, IA gëna am solo. Xaarandi yeneen topp yu lalu ci GNN yuñ dugal ci GPUs ak FPGAs ngir tàmbali ci jamono dëgg, boole ci pipeline yu wuute ak modelu fondation yuñ njëkka tàggat ci xew-xew yuñ simulé. Pexem gis-gis anomalie yiy rëbb physique bu bees te duñu xalaat benn siñaal bu amul benn werante, yoon wi dafay màgg, am solo.
Doxal ci àdduna dëgg
Reseau neuronal yu defaraat trajectoire yu particule yu sarse ci detecteur yiy dóor ci LHC ak yeesal HL-LHC
B-tagging buy jàng bu xóot ak etiketu jet yu gëna am doole di xàmmee quark wala boson bi defar ay particule
Reseau neuronal yiñ dugal ci FPGA ci biir hardware bi dañuy jël dogal ci diir bu gàtt ban mbëkkante lañu wara tëye
Xeetu xew-xewu neutrino ci detektër yu melni ñooñu ci DUNE ak IceCube, di xàmmee xeeti jaxasoo ci siñaal yu néew
Risk yi ak balustrade yi
Otomatise procédure bu yàqu mën na yokk jafe-jafe yi fi nekk.
Ekip yi mën nañu otomatise lu ëpp ba noppi dindi àtteb nit ñi.
Kalite mën na wàññeeku sudee duñu wéy di jàngat li ñuy génne.
Roadmap ngir samp gi
Defal kàrt ni liggéey bi di doxee leegi nga ràññee jéego bi gëna am jafe-jafe.
Mandargal barabu saytu nit balaa otomatisasioŋ bu mat sëkk.
Taggat jëfandikukat yi ci ay laaj, yooni eskalaasioŋ ak seeni sàrti kalite.
Toppal njariñu niveau liggéey bi ngir firndeel valeur buy wéy.
Weyal di banneexu
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Gis bi ci topp
DUSt3R Tabaxaat 3D bu dëgër
Laaj yi ñuy faral di laaj
What is AI in Particle Physics Event Reconstruction?
IA dafay tabaxaat li particule yi defoon ci biir detektër yu mel ni ñooñu ci Large Hadron Collider, di soppi hit yu kaptër yu ñor yi ci ay raay, doole, ak dàntite particule. Dafa am solo ndax mbëkkante yi dañuy am 40 milioŋ yoon ci segond bi te done yu bari dañu leen wara sànni ci ay mikrosegond.
Lan la 'tabaxaat xew-xew' di defar ci siñaal detektër yu ñor yi?
Tabaxaat bi dafay soppi ay milioŋ ci hit yu kaptër yu ñor yi ci mbir yuñ mëna tekki lu ci melni raay particule, energie kalorimetre, ak dàntite jet.
Lan moo waral reso neuronal graphique yi méngoo bu baax ak gis-gis particule yu sarse?
Gis topp mooy jafe-jafe graf buñ boole; GNN yi dañuy xaaj catu hit-to-hit ba noppi boole leen ci trajectoire.
Lan mooy 'declencheur' ci jàngat LHC?
Mbëkkante yi dañuy am ~40 milioŋ ci seconde, kon trigger bi dafa wara tànn ci microsecond ban fraction bu ndaw lay tëye.
Ban anamu detektër mooy jàppale nit ñi ñu xàmmee jet yi ci quarks yi ci suuf?
Bottom-quark hadrons dundu lu yàgg ngir tukki distance buñu mëna natt, sos vertex buñ toxal bu tagger yi di jëfandikoo.
Lan moo tax ñuy jëfandikoo FPGA ak GPU ngir IA ci def?
Dañuy laaj latency bu néew lool, moo tax dañuy jëfandikoo model yi ci hardware bu gaaw buñ jagleel.