002877010 001__ 2877010
002877010 003__ SzGeCERN
002877010 005__ 20231026215440.0
002877010 0248_ $$aoai:cds.cern.ch:2877010$$pcerncds:FULLTEXT$$pcerncds:CERN:FULLTEXT$$pcerncds:CERN
002877010 035__ $$9HAL$$ahal-04111614
002877010 035__ $$9https://inspirehep.net/api/oai2d$$aoai:inspirehep.net:2663631$$d2023-10-25T15:22:44Z$$h2023-10-26T04:04:35Z$$mmarcxml
002877010 035__ $$9Inspire$$a2663631
002877010 041__ $$aeng
002877010 100__ $$aAehle, Max$$uKaiserslautern U.
002877010 245__ $$9submitter$$aExploiting Differentiable Programming for the End-to-end Optimization of Detectors
002877010 260__ $$c2022
002877010 269__ $$c2022-10-25
002877010 300__ $$a8 p
002877010 520__ $$9submitter$$aThe coming of age of differentiable programming makes possible today to create complete
computer models of experimental apparatus that include the stochastic data-generation processes, the full modeling of the reconstruction and inference procedures, and a suitably defined
objective function, along with the cost of any given detector configuration, geometry and materials. This enables the end-to-end optimization of the instruments, by using techniques developed
within computer science that are currently vastly exploited in fields such as fluid dynamics.
The MODE Collaboration has started to consider the problem in its generality, to provide
software architectures that may be useful for the optimization of experimental design. These
models may be useful in a ”human in the middle” system as they provide information on the
relative merit of different configurations as a continuous function of the design choices. In this
short contribution we summarize the plan of studies that has been laid out, and its potential in
the long term for the future of experimental studies in fundamental physics.
002877010 65017 $$2SzGeCERN$$aParticle Physics - Experiment
002877010 65017 $$2SzGeCERN$$aDetectors and Experimental Techniques
002877010 65017 $$2SzGeCERN$$aComputing and Computers
002877010 690C_ $$aPREPRINT
002877010 690C_ $$aCERN
002877010 693__ $$aMODE
002877010 700__ $$aBawaj, Mateusz$$uINFN, Perugia$$uPerugia U.
002877010 700__ $$aBelias, Anastasios$$uUnlisted
002877010 700__ $$aBoldyrev, Alexey$$uHigher Sch. of Economics, Moscow
002877010 700__ $$ade Castro Manzano, Pablo$$uINFN, Padua
002877010 700__ $$aDelaere, Christophe$$uLouvain U., CP3
002877010 700__ $$aDerkach, Denis$$uHigher Sch. of Economics, Moscow
002877010 700__ $$aDonini, Julien$$uClermont-Ferrand U.
002877010 700__ $$aDorigo, Tommaso$$uINFN, Padua
002877010 700__ $$aEdelen, Auralee$$uSLAC
002877010 700__ $$aElmer, Peter$$uPrinceton U.
002877010 700__ $$aFanzago, Federica$$uINFN, Padua
002877010 700__ $$aGauger, Nicolas R$$uKaiserslautern U.
002877010 700__ $$aGiammanco, Andrea$$uLouvain U., CP3
002877010 700__ $$aGlaser, Christian$$uUppsala U.
002877010 700__ $$aBaydin, Atılım G$$uOxford U.
002877010 700__ $$aHeinrich, Lukas$$uMunich, Tech. U.
002877010 700__ $$aKeidel, Ralf$$uKoln, Fachhochschule$$uHeidelberg U.$$uBergen U.
002877010 700__ $$aKieseler, Jan$$uCERN
002877010 700__ $$aKrause, Claudius$$uHeidelberg U.
002877010 700__ $$aLagrange, Maxime$$uLouvain U., CP3
002877010 700__ $$aLamparth, Max$$uMunich, Tech. U.
002877010 700__ $$aLayer, Lukas$$uNaples U.$$uINFN, Padua$$uINFN, Naples$$vUniversita di Napoli "Federico II", Italy
002877010 700__ $$aMaier, Gernot$$uDESY
002877010 700__ $$aNardi, Federico$$uINFN, Padua$$uPadua U.$$uClermont-Ferrand U.$$vUniversita degli Studi di Padova, Italy
002877010 700__ $$aPettersen, Helge E S$$uKarolinska Inst., Stockholm
002877010 700__ $$aRamos, Alberto$$uValencia U., IFIC
002877010 700__ $$aRatnikov, Fedor$$uHigher Sch. of Economics, Moscow
002877010 700__ $$aRohrich, Dieter$$uBergen U.
002877010 700__ $$ade Austri, Roberto Ruiz$$uValencia U., IFIC
002877010 700__ $$adel Arbol, Pablo Martınez Ruiz$$uCantabria U., Santander
002877010 700__ $$aSavchenko, Oleg$$uINFN, Padua$$uLouvain U., CP3$$vCentre for Cosmology, Particle Physics and Phenomenology (CP3), Universite catholique de Louvain, Belgium
002877010 700__ $$aSimpson, Nathan$$uLund U. (main)
002877010 700__ $$aStrong, Giles C$$uINFN, Padua
002877010 700__ $$aTaliercio, Angela$$uLouvain U., CP3
002877010 700__ $$aTosi, Mia$$uINFN, Padua$$uPadua U.$$vUniversita degli Studi di Padova, Italy
002877010 700__ $$aUstyuzhanin, Andrey$$uHigher Sch. of Economics, Moscow
002877010 700__ $$aVischia, Pietro$$uLouvain U., CP3
002877010 700__ $$aWatts, Gordon$$uWashington U., Seattle
002877010 700__ $$aZaraket, Haitham$$uLebanese U.
002877010 710__ $$gMODE Collaboration
002877010 8564_ $$82487597$$s364140$$uhttps://cds.cern.ch/record/2877010/files/submission_nupecc.pdf$$yFulltext
002877010 960__ $$a11
002877010 980__ $$aPREPRINT