Detailed Information

Cited 0 time in webofscience Cited 0 time in scopus
Metadata Downloads

Highly-parallelized simulation of a pixelated LArTPC on a GPUopen access

Authors
Abed Abud, A.Abi, B.Acciarri, R.Acero, M.A.Adames, M.R.Adamov, G.Adamowski, M.Adams, D.Adinolfi, M.Adriano, C.Aduszkiewicz, A.Aguilar, J.Ahmad, Z.Ahmed, J.Aimard, B.Akbar, F.Allison, K.Alonso Monsalve, S.Alrashed, M.Alt, C.Alton, A.Alvarez, R.Amedo, P.Anderson, J.Andrade, D.A.Andreopoulos, C.Andreotti, M.Andrews, M.P.Andrianala, F.Andringa, S.Anfimov, N.Anicézio Campanelli, W.L.Ankowski, A.Antoniassi, M.Antonova, M.Antoshkin, A.Antusch, S.Aranda-Fernandez, A.Arellano, L.Arnold, L.O.Arroyave, M.A.Asaadi, J.Ashkenazi, A.Asquith, L.Aurisano, A.Aushev, V.Autiero, D.Ayala-Torres, M.Azfar, F.Back, A.Back, H.Back, J.J.Bagaturia, I.Bagby, L.Balashov, N.Balasubramanian, S.Baldi, P.Baldini, W.Baller, B.Bambah, B.Barao, F.Barenboim, G.Barham Alzás, P.Barker, G.J.Barkhouse, W.Barnes, C.Barr, G.Barranco Monarca, J.Barros, A.Barros, N.Barrow, J.L.Basharina-Freshville, A.Bashyal, A.Basque, V.Batchelor, C.Battat, J.B.R.Battisti, F.Bay, F.Bazetto, M.C.Q.Bazo Alba, J.L.L.Beacom, J.F.Bechetoille, E.Behera, B.Belchior, E.Bellantoni, L.Bellettini, G.Bellini, V.Beltramello, O.Benekos, N.Benitez Montiel, C.Benjamin, D.Bento Neves, F.Berger, J.Berkman, S.Bernardini, P.Berner, R.M.Bersani, A.Bertolucci, S.Betancourt, M.Betancur Rodríguez, A.Bevan, A.Bezawada, Y.Bezerra, A.T.Bezerra, T.J.Bhambure, J.Bhardwaj, A.Bhatnagar, V.Bhattacharjee, M.Bhattacharya, M.Bhattarai, D.Bhuller, S.Bhuyan, B.Biagi, S.Bian, J.Biassoni, M.Biery, K.Bilki, B.Bishai, M.Bisignani, V.Bitadze, A.Blake, A.Blaszczyk, F.D.Blazey, G.C.Blend, D.Blucher, E.Boissevain, J.Bolognesi, S.Bolton, T.Bomben, L.Bonesini, M.Bonilla-Diaz, C.Bonini, F.Booth, A.Boran, F.Bordoni, S.Borkum, A.Bostan, N.Bour, P.Boyden, D.Bracinik, J.Braga, D.Brailsford, D.Branca, A.Brandt, A.Bravo-Moreno, M.Bremer, J.Brew, C.Brice, S.J.Brizzolari, C.Bromberg, C.Brooke, J.Bross, A.Brunetti, G.Brunetti, M.Buchanan, N.Budd, H.Buergi, J.Caceres V, G.Cagnoli, I.Cai, T.Caiulo, D.Calabrese, R.Calafiura, P.Calcutt, J.Calin, M.Calivers, L.Calvez, S.Calvo, E.Caminata, A.Caratelli, D.Carber, D.Carceller, J.C.Carini, G.Carlus, B.Carneiro, M.F.Carniti, P.Caro Terrazas, I.Carranza, H.Carrara, N.Carroll, L.Carroll, T.Carter, A.Castaño Forero, J.F.Castillo, A.Catano-Mur, E.Cattadori, C.Cavalier, F.Cavallaro, G.Cavanna, F.Centro, S.Cerati, G.Cervelli, A.Cervera Villanueva, A.Chakraborty, K.Chalifour, M.Chappell, A.Chardonnet, E.Charitonidis, N.Chatterjee, A.Chattopadhyay, S.Chen, H.Chen, M.Chen, Y.Chen, Z.Chen-Wishart, Z.Cheon, Y.Cherdack, D.Chi, C.Childress, S.Chirco, R.Chiriacescu, A.Chitirasreemadam, N.Cho, K.Choate, S.Chokheli, D.Chong, P.S.Chowdhury, B.Christensen, A.Christian, D.Christodoulou, G.Chukanov, A.Chung, M.Church, E.Cicero, V.Clapa, D.Clarke, P.Cline, G.Coan, T.E.Cocco, A.G.Coelho, J.A.B.Cohen, A.Collot, J.Conley, E.Conrad, J.M.Convery, M.Copello, S.Cova, P.Cox, C.Cremaldi, L.Cremonesi, L.Crespo-Anadón, J.I.Crisler, M.Cristaldo, E.Crnkovic, J.Crone, G.Cross, R.Cudd, A.Cuesta, C.Cui, Y.Cussans, D.Dai, J.Dalager, O.Dallavalle, R.Da Motta, H.Dar, Z.A.Darby, R.Da Silva Peres, L.David, C.David, Q.Davies, G.S.Davini, S.Dawson, J.De, K.De, S.De Aguiar, R.De Almeida, P.Debbins, P.De Bonis, I.Decowski, M.P.De Gouvêa, A.De Holanda, P.C.De Icaza Astiz, I.L.Deisting, A.De Jong, P.De La Torre, A.Delbart, A.De Leo, V.Delepine, D.Delgado, M.Dell'Acqua, A.Delmonte, N.De Lurgio, P.De Mello Neto, J.R.T.Demuth, D.M.Dennis, S.Densham, C.Denton, P.Deptuch, G.W.De Roeck, A.De Romeri, V.De Souza, G.Detje, J.P.Devi, R.Dharmapalan, R.Dias, M.Díaz, J.S.Díaz, F.Di Capua, F.Di Domenico, A.Di Domizio, S.Di Falco, S.Di Giulio, L.Ding, P.Di Noto, L.Diociaiuti, E.Distefano, C.Diurba, R.Diwan, M.Djurcic, Z.Doering, D.Dolan, S.Dolek, F.Dolinski, M.J.Domenici, D.Domine, L.Donati, S.Donon, Y.Doran, S.Douglas, D.Dragone, A.Drielsma, F.Duarte, L.Duchesneau, D.Duffy, K.Dugas, K.Dunne, P.Dutta, B.Duyang, H.Dvornikov, O.Dwyer, D.A.Dyshkant, A.S.Eads, M.Earle, A.Edmunds, D.Eisch, J.Emberger, L.Englezos, P.Ereditato, A.Erjavec, T.Escobar, C.O.Evans, J.J.Ewart, E.Ezeribe, A.C.Fahey, K.Fajt, L.Falcone, A.Fani, M.Farnese, C.Farzan, Y.Fedoseev, D.Felix, J.Feng, Y.Fernandez-Martinez, E.Ferraro, F.Fields, L.Filip, P.Filkins, A.Filthaut, F.Fine, R.Fiorillo, G.Fiorini, M.Fischer, V.Fitzpatrick, R.S.Flanagan, W.Fleming, B.Flight, R.Fogarty, S.Foreman, W.Fowler, J.Franc, J.Franco, D.Freeman, J.Fried, J.Friedland, A.Fuess, S.Furic, I.K.Furman, K.Furmanski, A.P.Gabrielli, A.Gago, A.Gallagher, H.Gallas, A.Gallego-Ros, A.Gallice, N.Galymov, V.Gamberini, E.Gamble, T.Ganacim, F.Gandhi, R.Ganguly, S.Gao, F.Gao, S.Garcia-Gamez, D.García-Peris, M.Á.Gardiner, S.Gastler, D.Gauch, A.Gauvreau, J.Gauzzi, P.Ge, G.Geffroy, N.Gelli, B.Gendotti, A.Gent, S.Gerlach, L.Ghorbani-Moghaddam, Z.Giammaria, P.Giammaria, T.Giangiacomi, N.Gibin, D.Gil-Botella, I.Gilligan, S.Gioiosa, A.Giovannella, S.Girerd, C.Giri, A.K.Gnani, D.Gogota, O.Gold, M.Gollapinni, S.Gollwitzer, K.Gomes, R.A.Gomez Bermeo, L.V.Gomez Fajardo, L.S.Gonnella, F.Gonzalez-Diaz, D.Gonzalez-Lopez, M.Goodman, M.C.Goodwin, O.Goswami, S.Gotti, C.Goudeau, J.Goudzovski, E.Grace, C.Gran, R.Granados, E.Granger, P.Grant, C.Gratieri, D.Green, P.Greenberg, S.Greenler, L.Greer, J.Grenard, J.Griffith, W.C.Groetschla, F.T.Groh, M.Grzelak, K.Gu, W.Guarino, V.Guarise, M.Guenette, R.Guerard, E.Guerzoni, M.Guffanti, D.Guglielmi, A.Guo, B.Gupta, A.Gupta, V.Guthikonda, K.K.Guzowski, P.Guzzo, M.M.Gwon, S.Ha, C.Haaf, K.Habig, A.Hadavand, H.Hadef, A.Haenni, R.Hagaman, L.Hahn, A.Haiston, J.Hamacher-Baumann, P.Hamernik, T.Hamilton, P.Han, J.Hancock, J.Happacher, F.Harris, D.A.Hartnell, J.Hartnett, T.Harton, J.Hasegawa, T.Hasnip, C.Hatcher, R.Hatfield, K.W.Hatzikoutelis, A.Hayes, C.Hayrapetyan, K.Hays, J.Hazen, E.He, M.Heavey, A.Heeger, K.M.Heise, J.Henry, S.Hernandez Morquecho, M.A.Herner, K.Hewes, V.Hilgenberg, C.Hill, T.Hillier, S.J.Himmel, A.Hinkle, E.Hirsch, L.R.Ho, J.Hoff, J.Holin, A.Holvey, T.Hoppe, E.Horton-Smith, G.A.Hostert, M.Houdy, T.Hourlier, A.Howard, B.Howell, R.Hoyos Barrios, J.Hristova, I.Hronek, M.S.Huang, J.Huang, R.G.Hulcher, Z.Iles, G.Ilic, N.Iliescu, A.M.Illingworth, R.Ingratta, G.Ioannisian, A.Irwin, B.Isenhower, L.Ismerio Oliveira, M.Itay, R.Jackson, C.M.Jain, V.James, E.Jang, W.Jargowsky, B.Jediny, F.Jena, D.Jeong, Y.S.Jesús-Valls, C.Ji, X.Jiang, J.Jiang, L.Jipa, A.Jo, J.H.Joaquim, F.R.Johnson, W.Jones, B.Jones, R.Jovancevic, N.Judah, M.Jung, C.K.Junk, T.Jwa, Y.Kabirnezhad, M.Kaboth, A.Kadenko, I.Kakorin, I.Kalitkina, A.Kalra, D.Kamer Koseyan, O.Kamiya, F.Kaplan, D.M.Karagiorgi, G.Karaman, G.Karcher, A.Karyotakis, Y.Kasai, S.Kasetti, S.P.Kashur, L.Katsioulas, I.Kazaryan, N.Kearns, E.Keener, P.Kelly, K.J.Kemp, E.Kemularia, O.Kermaidic, Y.Ketchum, W.Kettell, S.H.Khabibullin, M.Khotjantsev, A.Khvedelidze, A.Kim, D.King, B.Kirby, B.Kirby, M.Klein, J.Kleykamp, J.Klustova, A.Kobilarcik, T.Koehler, K.Koerner, L.W.Koh, D.H.Kohn, S.Koller, P.P.Kolupaeva, L.Korablev, D.Kordosky, M.Kosc, T.Kose, U.Kostelecký, V.A.Kothekar, K.Kotler, I.Kozhukalov, V.Kralik, R.Kreczko, L.Krennrich, F.Kreslo, I.Kropp, W.Kroupova, T.Kubu, M.Kudenko, Y.Kudryavtsev, V.A.Kuhlmann, S.Kulagin, S.Kumar, J.Kumar, P.Kunze, P.Kuravi, R.Kurita, N.Kuruppu, C.Kus, V.Kutter, T.Kvasnicka, J.Kwak, D.Lambert, A.Land, B.J.Lane, C.E.Lang, K.Langford, T.Langstaff, M.Lanni, F.Lantwin, O.Larkin, J.Lasorak, P.Last, D.Laundrie, A.Laurenti, G.Lawrence, A.Laycock, P.Lazanu, I.Lazzaroni, M.Le, T.Leardini, S.Learned, J.Lebrun, P.Lecompte, T.Lee, C.Legin, V.Lehmann Miotto, G.Lehnert, R.Leigui De Oliveira, M.A.Leitner, M.Lepin, L.M.Li, S.W.Li, Y.Liao, H.Lin, C.S.Lin, S.Lindebaum, D.Lineros, R.A.Ling, J.Lister, A.Littlejohn, B.R.Liu, J.Liu, Y.Lockwitz, S.Loew, T.Lokajicek, M.Lomidze, I.Long, K.Lord, T.Losecco, J.M.Louis, W.C.Lu, X.-G.Luk, K.B.Lunday, B.Luo, X.Luppi, E.Lux, T.Luzio, V.P.Maalmi, J.Macfarlane, D.Machado, A.A.Machado, P.Macias, C.T.Macier, J.R.Macmahon, M.Maddalena, A.Madera, A.Madigan, P.Magill, S.Mahn, K.Maio, A.Major, A.Majumdar, K.Maloney, J.A.Man, M.Mandrioli, G.Mandujano, R.C.Maneira, J.Manenti, L.Manly, S.Mann, A.Manolopoulos, K.Manrique Plata, M.Manyam, V.N.Marchan, M.Marchionni, A.Marciano, W.Marfatia, D.Mariani, C.Maricic, J.Marinho, F.Marino, A.D.Markiewicz, T.Marsden, D.Marshak, M.Marshall, C.M.Marshall, J.Marteau, J.Martín-Albo, J.Martinez, N.Martinez Caicedo, D.A.Martínez López, F.Martínez Miravé, P.Martynenko, S.Mascagna, V.Mason, K.Mastbaum, A.Matichard, F.Matsuno, S.Matthews, J.Mauger, C.Mauri, N.Mavrokoridis, K.Mawby, I.Mazza, R.Mazzacane, A.Mcaskill, T.Mccluskey, E.Mcconkey, N.Mcfarland, K.S.Mcgrew, C.Mcnab, A.Mefodiev, A.Mehta, P.Melas, P.Mena, O.Mendez, H.Mendez, P.Méndez, D.P.Menegolli, A.Meng, G.Messier, M.D.Metcalf, W.Mewes, M.Meyer, H.Miao, T.Michna, G.Mikola, V.Milincic, R.Miller, G.Miller, W.Mills, J.Mineev, O.Minotti, A.Miranda, O.G.Miryala, S.Miscetti, S.Mishra, C.S.Mishra, S.R.Mislivec, A.Mitchell, M.Mladenov, D.Mocioiu, I.Moffat, K.Mogan, A.Moggi, N.Mohanta, R.Mohayai, T.A.Mokhov, N.Molina, J.Molina Bueno, L.Montagna, E.Montanari, A.Montanari, C.Montanari, D.Montanino, D.Montaño Zetina, L.M.Moon, S.H.Mooney, M.Moor, A.F.Moreno, D.Morescalchi, L.Moretti, D.Morris, C.Mossey, C.Mote, M.Motuk, E.Moura, C.A.Mousseau, J.Mouster, G.Mu, W.Mualem, L.Mueller, J.Muether, M.Muheim, F.Muir, A.Mulhearn, M.Munford, D.Munteanu, L.J.Muramatsu, H.Muraz, J.Murphy, M.Murphy, S.Musser, J.Nachtman, J.Nagai, Y.Nagu, S.Nalbandyan, M.Nandakumar, R.Naples, D.Narita, S.Nath, A.Navrer-Agasson, A.Nayak, N.Nebot-Guinot, M.Negishi, K.Nelson, J.K.Nelson, M.Nesbit, J.Nessi, M.Newbold, D.Newcomer, M.Newton, H.Nichol, R.Nicolas-Arnaldos, F.Nikolica, A.Nikolov, J.Niner, E.Nishimura, K.Norman, A.Norrick, A.Novella, P.Nowak, J.A.Oberling, M.Ochoa-Ricoux, J.P.Olivier, A.Olshevskiy, A.Onel, Y.Onishchuk, Y.Ott, J.Pagani, L.Palacio, G.Palamara, O.Palestini, S.Paley, J.M.Pallavicini, M.Palomares, C.Pan, S.Panduro Vazquez, W.Pantic, E.Paolone, V.Papadimitriou, V.Papaleo, R.Papanestis, A.Paramesvaran, S.Parke, S.Parozzi, E.Parsa, S.Parsa, Z.Parveen, S.Parvu, M.Pasciuto, D.Pascoli, S.Pasqualini, L.Pasternak, J.Pater, J.Patrick, C.Patrizii, L.Patterson, R.B.Patton, S.J.Patzak, T.Paudel, A.Paulucci, L.Pavlovic, Z.Pawloski, G.Payne, D.Pec, V.Peeters, S.J.M.Pena Perez, A.Pennacchio, E.Penzo, A.Peres, O.L.G.Perez Gonzalez, Y.F.Pérez-Molina, L.Pernas, C.Perry, J.Pershey, D.Pessina, G.Petrillo, G.Petta, C.Petti, R.Pia, V.Piastra, F.Pickering, L.Pietropaolo, F.Pimentel, V.L.Pinaroli, G.Plows, K.Plunkett, R.Pollman, T.Pompa, F.Pons, X.Poonthottathil, N.Poppi, F.Pordes, S.Porter, J.Potekhin, M.Potenza, R.Potukuchi, B.V.K.S.Pozimski, J.Pozzato, M.Prakash, S.Prakash, T.Pratt, C.Prest, M.Psihas, F.Pugnere, D.Qian, X.Raaf, J.L.Radeka, V.Rademacker, J.Radev, R.Radics, B.Rafique, A.Raguzin, E.Rai, M.Rajaoalisoa, M.Rakhno, I.Rakotonandrasana, A.Rakotondravohitra, L.Rameika, R.Ramirez Delgado, M.A.Ramson, B.Rappoldi, A.Raselli, G.Ratoff, P.Raut, S.Razafinime, H.Razakamiandra, R.F.Rea, E.M.Real, J.S.Rebel, B.Rechenmacher, R.Reggiani-Guzzo, M.Reichenbacher, J.Reitzner, S.D.Rejeb Sfar, H.Renshaw, A.Rescia, S.Resnati, F.Ribas, M.Riboldi, S.Riccio, C.Riccobene, G.Rice, L.C.J.Ricol, J.S.Rigamonti, A.Rigaut, Y.Rincón, E.V.Ritchie-Yates, A.Rivera, D.Rivera, R.Robert, A.Rocabado Rocha, J.L.Rochester, L.Roda, M.Rodrigues, P.Rodriguez Alonso, M.J.Rodriguez Rondon, J.Romeo, E.Rosauro-Alcaraz, S.Rosier, P.Rossella, M.Rossi, M.Ross-Lonergan, M.Rout, J.Roy, P.Rubbia, A.Rubbia, C.Ruiz Ferreira, G.Russell, B.Ruterbories, D.Rybnikov, A.Saa-Hernandez, A.Saakyan, R.Sacerdoti, S.Sahu, N.Sala, P.Samios, N.Samoylov, O.Sanchez, M.C.Sandberg, V.Sanders, D.A.Sankey, D.Santoro, D.Saoulidou, N.Sapienza, P.Sarasty, C.Sarcevic, I.Sarra, I.Savage, G.Savinov, V.Scanavini, G.Scaramelli, A.Scarff, A.Scarpelli, A.Schefke, T.Schellman, H.Schifano, S.Schlabach, P.Schmitz, D.Schneider, A.W.Scholberg, K.Schukraft, A.Segreto, E.Selyunin, A.Senise, C.R.Sensenig, J.Sgalaberna, D.Shaevitz, M.H.Shafaq, S.Shaker, F.Shamma, M.Shanahan, P.Sharankova, R.Sharma, H.R.Sharma, R.Kumar, R.Shaw, K.Shaw, T.Shchablo, K.Shepherd-Themistocleous, C.Sheshukov, A.Shi, W.Shin, S.Shoemaker, I.Shooltz, D.Shrock, R.Silber, J.Simard, L.Sinclair, J.Sinev, G.Singh, JaydipSingh, J.Singh, L.Singh, P.Singh, V.Singh Chauhan, S.Sipos, R.Sirri, G.Sitraka, A.Siyeon, K.Skarpaas, K.Smith, E.Smith, P.Smolik, J.Smy, M.Snider, E.L.Snopok, P.Snowden-Ifft, D.Soares Nunes, M.Sobel, H.Soderberg, M.Sokolov, S.Solano Salinas, C.J.Söldner-Rembold, S.Soleti, S.R.Solomey, N.Solovov, V.Sondheim, W.E.Sorel, M.Sotnikov, A.Soto-Oton, J.Sousa, A.Soustruznik, K.Spagliardi, F.Spanu, M.Spitz, J.Spooner, N.J.C.Spurgeon, K.Stalder, D.Stancari, M.Stanco, L.Steenis, J.Stein, R.Steiner, H.M.Steklain Lisbôa, A.F.Stepanova, A.Stewart, J.Stillwell, B.Stock, J.Stocker, F.Stokes, T.Strait, M.Strauss, T.Strigari, L.Stuart, A.Suarez, J.G.Subash, J.Surdo, A.Susic, V.Suter, L.Sutera, C.M.Sutton, K.Suvorov, Y.Svoboda, R.Swain, S.K.Szczerbinska, B.Szelc, A.M.Taffara, A.Talukdar, N.Tamara, J.Tanaka, H.A.Tang, S.Taniuchi, N.Tapia Oregui, B.Tapper, A.Tariq, S.Tarpara, E.Tata, N.Tatar, E.Tayloe, R.Teklu, A.M.Tennessen, P.Tenti, M.Terao, K.Terranova, F.Testera, G.Thakore, T.Thea, A.Thompson, A.Thorn, C.Timm, S.C.Tishchenko, V.Todorović, N.Tomassetti, L.Tonazzo, A.Torbunov, D.Torti, M.Tortola, M.Tortorici, F.Tosi, N.Totani, D.Toups, M.Touramanis, C.Travaglini, R.Trevor, J.Trilov, S.Trzaska, W.H.Tsai, Y.Tsai, Y.-T.Tsamalaidze, Z.Tsang, K.V.Tsverava, N.Tu, S.Z.Tufanli, S.Tull, C.Turner, J.Tuzi, M.Tyler, J.Tyley, E.Tzanov, M.Uboldi, L.Uchida, M.A.Urheim, J.Usher, T.Utaegbulam, H.Uzunyan, S.Vagins, M.R.Vahle, P.Valder, S.Valdiviesso, G.A.Valencia, E.Valentim, R.Vallari, Z.Vallazza, E.Valle, J.W.F.Vallecorsa, S.Van Berg, R.Van De Water, R.G.Vanegas Forero, D.Vannerom, D.Varanini, F.
Issue Date
Apr-2023
Publisher
Institute of Physics
Keywords
Detector modelling and simulations II (electric fields, charge transport, multiplication and induction, pulse formation, electron emission, etc); Noble liquid detectors (scintillation, ionization, double-phase; Simulation methods and programs; Time projection Chambers (TPC)
Citation
Journal of Instrumentation, v.18, no.4
Journal Title
Journal of Instrumentation
Volume
18
Number
4
URI
https://scholarworks.bwise.kr/cau/handle/2019.sw.cau/67205
DOI
10.1088/1748-0221/18/04/P04034
ISSN
1748-0221
Abstract
The rapid development of general-purpose computing on graphics processing units (GPGPU) is allowing the implementation of highly-parallelized Monte Carlo simulation chains for particle physics experiments. This technique is particularly suitable for the simulation of a pixelated charge readout for time projection chambers, given the large number of channels that this technology employs. Here we present the first implementation of a full microphysical simulator of a liquid argon time projection chamber (LArTPC) equipped with light readout and pixelated charge readout, developed for the DUNE Near Detector. The software is implemented with an end-to-end set of GPU-optimized algorithms. The algorithms have been written in Python and translated into CUDA kernels using Numba, a just-in-time compiler for a subset of Python and NumPy instructions. The GPU implementation achieves a speed up of four orders of magnitude compared with the equivalent CPU version. The simulation of the current induced on 103 pixels takes around 1 ms on the GPU, compared with approximately 10 s on the CPU. The results of the simulation are compared against data from a pixel-readout LArTPC prototype. © 2023 CERN.
Files in This Item
Appears in
Collections
College of Natural Sciences > Department of Physics > 1. Journal Articles

qrcode

Items in ScholarWorks are protected by copyright, with all rights reserved, unless otherwise indicated.

Related Researcher

Researcher Kim, Siyeon photo

Kim, Siyeon
자연과학대학 (물리학과)
Read more

Altmetrics

Total Views & Downloads

BROWSE