L2LFlows: generating high-fidelity 3D calorimeter images
We explore the use of normalizing flows to emulate Monte Carlo detector simulations of photon showers in a high-granularity electromagnetic calorimeter prototype for the International Large Detector (ILD). Our proposed method - which we refer to as “Layer-to-Layer Flows” (L2LFlows) - is an evolution...
Saved in:
| Main Authors: | , , , , , , |
|---|---|
| Format: | Article (Journal) |
| Language: | English |
| Published: |
October 18, 2023
|
| In: |
Journal of Instrumentation
Year: 2023, Volume: 18, Issue: 10, Pages: 1-29 |
| ISSN: | 1748-0221 |
| DOI: | 10.1088/1748-0221/18/10/P10017 |
| Online Access: | Verlag, kostenfrei, Volltext: https://doi.org/10.1088/1748-0221/18/10/P10017 Verlag, kostenfrei, Volltext: https://dx.doi.org/10.1088/1748-0221/18/10/P10017 
|
| Author Notes: | Sascha Diefenbacher, Engin Eren, Frank Gaede, Gregor Kasieczka, Claudius Krause, Imahn Shekhzadeh and David Shih |
MARC
| LEADER | 00000caa a2200000 c 4500 | ||
|---|---|---|---|
| 001 | 1897185405 | ||
| 003 | DE-627 | ||
| 005 | 20241205155457.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 240731s2023 xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.1088/1748-0221/18/10/P10017 |2 doi | |
| 035 | |a (DE-627)1897185405 | ||
| 035 | |a (DE-599)KXP1897185405 | ||
| 035 | |a (OCoLC)1475305274 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 084 | |a 29 |2 sdnb | ||
| 100 | 1 | |a Diefenbacher, Sascha |e VerfasserIn |0 (DE-588)1207789321 |0 (DE-627)1694125750 |4 aut | |
| 245 | 1 | 0 | |a L2LFlows |b generating high-fidelity 3D calorimeter images |c Sascha Diefenbacher, Engin Eren, Frank Gaede, Gregor Kasieczka, Claudius Krause, Imahn Shekhzadeh and David Shih |
| 246 | 3 | 3 | |a LtwoLFlows |
| 264 | 1 | |c October 18, 2023 | |
| 300 | |b Illustrationen | ||
| 300 | |a 29 | ||
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Gesehen am 31.07.2024 | ||
| 520 | |a We explore the use of normalizing flows to emulate Monte Carlo detector simulations of photon showers in a high-granularity electromagnetic calorimeter prototype for the International Large Detector (ILD). Our proposed method - which we refer to as “Layer-to-Layer Flows” (L2LFlows) - is an evolution of the CaloFlow architecture adapted to a higher-dimensional setting (30 layers of 10× 10 voxels each). The main innovation of L2LFlows consists of introducing 30 separate normalizing flows, one for each layer of the calorimeter, where each flow is conditioned on the previous five layers in order to learn the layer-to-layer correlations. We compare our results to the BIB-AE, a state-of-the-art generative network trained on the same dataset and find our model has a significantly improved fidelity. | ||
| 700 | 1 | |a Eren, Engin |e VerfasserIn |4 aut | |
| 700 | 1 | |a Gaede, Frank |e VerfasserIn |4 aut | |
| 700 | 1 | |a Kasieczka, Gregor |e VerfasserIn |4 aut | |
| 700 | 1 | |a Krause, Claudius |e VerfasserIn |0 (DE-588)1114848948 |0 (DE-627)869248847 |0 (DE-576)477537456 |4 aut | |
| 700 | 1 | |a Shekhzadeh, Imahn |e VerfasserIn |4 aut | |
| 700 | 1 | |a Shih, David |e VerfasserIn |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |t Journal of Instrumentation |d London : Inst. of Physics, 2006 |g 18(2023), 10, Artikel-ID P10017, Seite 1-29 |h Online-Ressource |w (DE-627)512298181 |w (DE-600)2235672-1 |w (DE-576)256442541 |x 1748-0221 |7 nnas |a L2LFlows generating high-fidelity 3D calorimeter images |
| 773 | 1 | 8 | |g volume:18 |g year:2023 |g number:10 |g elocationid:P10017 |g pages:1-29 |g extent:29 |a L2LFlows generating high-fidelity 3D calorimeter images |
| 856 | 4 | 0 | |u https://doi.org/10.1088/1748-0221/18/10/P10017 |x Verlag |x Resolving-System |z kostenfrei |3 Volltext |
| 856 | 4 | 0 | |u https://dx.doi.org/10.1088/1748-0221/18/10/P10017 |x Verlag |z kostenfrei |3 Volltext |
| 951 | |a AR | ||
| 992 | |a 20240731 | ||
| 993 | |a Article | ||
| 994 | |a 2023 | ||
| 998 | |g 1114848948 |a Krause, Claudius |m 1114848948:Krause, Claudius |p 5 | ||
| 999 | |a KXP-PPN1897185405 |e 4560947678 | ||
| BIB | |a Y | ||
| SER | |a journal | ||
| JSO | |a {"physDesc":[{"noteIll":"Illustrationen","extent":"29 S."}],"relHost":[{"part":{"volume":"18","text":"18(2023), 10, Artikel-ID P10017, Seite 1-29","extent":"29","year":"2023","pages":"1-29","issue":"10"},"pubHistory":["1.2006 -"],"language":["eng"],"recId":"512298181","note":["Gesehen am 02.11.2020"],"type":{"bibl":"periodical","media":"Online-Ressource"},"disp":"L2LFlows generating high-fidelity 3D calorimeter imagesJournal of Instrumentation","title":[{"title_sort":"Journal of Instrumentation","title":"Journal of Instrumentation"}],"physDesc":[{"extent":"Online-Ressource"}],"id":{"issn":["1748-0221"],"eki":["512298181"],"zdb":["2235672-1"]},"origin":[{"dateIssuedDisp":"2006-","dateIssuedKey":"2006","publisher":"Inst. of Physics","publisherPlace":"London"}],"name":{"displayForm":["Institute of Physics Publishing"]}}],"origin":[{"dateIssuedKey":"2023","dateIssuedDisp":"October 18, 2023"}],"id":{"eki":["1897185405"],"doi":["10.1088/1748-0221/18/10/P10017"]},"name":{"displayForm":["Sascha Diefenbacher, Engin Eren, Frank Gaede, Gregor Kasieczka, Claudius Krause, Imahn Shekhzadeh and David Shih"]},"titleAlt":[{"title":"LtwoLFlows"}],"type":{"bibl":"article-journal","media":"Online-Ressource"},"note":["Gesehen am 31.07.2024"],"language":["eng"],"recId":"1897185405","title":[{"title_sort":"L2LFlows","subtitle":"generating high-fidelity 3D calorimeter images","title":"L2LFlows"}],"person":[{"given":"Sascha","family":"Diefenbacher","role":"aut","display":"Diefenbacher, Sascha","roleDisplay":"VerfasserIn"},{"family":"Eren","given":"Engin","display":"Eren, Engin","roleDisplay":"VerfasserIn","role":"aut"},{"roleDisplay":"VerfasserIn","display":"Gaede, Frank","role":"aut","family":"Gaede","given":"Frank"},{"family":"Kasieczka","given":"Gregor","roleDisplay":"VerfasserIn","display":"Kasieczka, Gregor","role":"aut"},{"role":"aut","display":"Krause, Claudius","roleDisplay":"VerfasserIn","given":"Claudius","family":"Krause"},{"roleDisplay":"VerfasserIn","display":"Shekhzadeh, Imahn","role":"aut","family":"Shekhzadeh","given":"Imahn"},{"given":"David","family":"Shih","role":"aut","display":"Shih, David","roleDisplay":"VerfasserIn"}]} | ||
| SRT | |a DIEFENBACHL2LFLOWS1820 | ||