{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T23:33:45Z","timestamp":1777678425057,"version":"3.51.4"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031976315","type":"print"},{"value":"9783031976322","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-97632-2_3","type":"book-chapter","created":{"date-parts":[[2025,7,4]],"date-time":"2025-07-04T00:42:26Z","timestamp":1751589746000},"page":"33-47","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Physics-Aware Compression of\u00a0Plasma Distribution Functions with GPU-Accelerated Gaussian Mixture Models"],"prefix":"10.1007","author":[{"given":"Andong","family":"Hu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Luca","family":"Pennati","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ivy","family":"Peng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stefano","family":"Markidis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,7,5]]},"reference":[{"key":"3_CR1","unstructured":"Bishop, C.M., Nasrabadi, N.M.: Pattern Recognition and Machine Learning, vol.\u00a04. Springer, Heidelberg (2006)"},{"key":"3_CR2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2021.110185","volume":"436","author":"G Chen","year":"2021","unstructured":"Chen, G., et al.: An unsupervised machine-learning checkpoint-restart algorithm using gaussian mixtures for particle-in-cell simulations. J. Comput. Phys. 436, 110185 (2021)","journal-title":"J. Comput. Phys."},{"issue":"2","key":"3_CR3","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1103\/RevModPhys.55.403","volume":"55","author":"JM Dawson","year":"1983","unstructured":"Dawson, J.M.: Particle simulation of plasmas. Rev. Mod. Phys. 55(2), 403 (1983)","journal-title":"Rev. Mod. Phys."},{"key":"3_CR4","unstructured":"Di, S., et\u00a0al.: A survey on error-bounded lossy compression for scientific datasets. arXiv preprint arXiv:2404.02840 (2024)"},{"key":"3_CR5","doi-asserted-by":"crossref","unstructured":"Di, S., Cappello, F.: Fast error-bounded lossy hpc data compression with sz. In: 2016 IEEE International Parallel and Distributed Processing Symposium (IPDPS), pp. 730\u2013739. IEEE (2016)","DOI":"10.1109\/IPDPS.2016.11"},{"key":"3_CR6","doi-asserted-by":"crossref","unstructured":"Dupuis, R., Goldman, M.V., Newman, D.L., Amaya, J., Lapenta, G.: Characterizing magnetic reconnection regions using gaussian mixture models on particle velocity distributions. Astrophys. J. 889(1), 22 (2020)","DOI":"10.3847\/1538-4357\/ab5524"},{"key":"3_CR7","unstructured":"Ghojogh, B., et\u00a0al.: Fitting a mixture distribution to data: tutorial. arXiv preprint arXiv:1901.06708 (2019)"},{"key":"3_CR8","doi-asserted-by":"crossref","unstructured":"Godoy, W.F., et\u00a0al.: Adios 2: the adaptable input output system. A framework for high-performance data management. SoftwareX 12, 100561 (2020)","DOI":"10.1016\/j.softx.2020.100561"},{"key":"3_CR9","doi-asserted-by":"publisher","DOI":"10.1201\/9780367806934","volume-title":"Computer Simulation Using Particles","author":"RW Hockney","year":"2021","unstructured":"Hockney, R.W., Eastwood, J.W.: Computer Simulation Using Particles. CRC, Boca Raton (2021)"},{"key":"3_CR10","doi-asserted-by":"crossref","unstructured":"Ibarria, L., et\u00a0al.: Out-of-core compression and decompression of large n-dimensional scalar fields. In: Computer Graphics Forum, vol.\u00a022, pp. 343\u2013348. Wiley (2003)","DOI":"10.1111\/1467-8659.00681"},{"key":"3_CR11","volume-title":"Classical Electrodynamics","author":"JD Jackson","year":"1999","unstructured":"Jackson, J.D.: Classical Electrodynamics. Wiley, Hoboken (1999)"},{"issue":"1","key":"3_CR12","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1214\/aoms\/1177729694","volume":"22","author":"S Kullback","year":"1951","unstructured":"Kullback, S., Leibler, R.A.: On information and sufficiency. Ann. Math. Stat. 22(1), 79\u201386 (1951)","journal-title":"Ann. Math. Stat."},{"key":"3_CR13","doi-asserted-by":"crossref","unstructured":"Li, S., et\u00a0al.: Data reduction techniques for simulation, visualization and data analysis. In: Computer Graphics Forum, vol.\u00a037, pp. 422\u2013447. Wiley (2018)","DOI":"10.1111\/cgf.13336"},{"issue":"7","key":"3_CR14","doi-asserted-by":"publisher","first-page":"1522","DOI":"10.1109\/TC.2021.3092201","volume":"71","author":"X Liang","year":"2021","unstructured":"Liang, X., et al.: Mgard+: optimizing multilevel methods for error-bounded scientific data reduction. IEEE Trans. Comput. 71(7), 1522\u20131536 (2021)","journal-title":"IEEE Trans. Comput."},{"issue":"1","key":"3_CR15","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1109\/18.61115","volume":"37","author":"J Lin","year":"1991","unstructured":"Lin, J.: Divergence measures based on the shannon entropy. IEEE Trans. Inf. Theory 37(1), 145\u2013151 (1991)","journal-title":"IEEE Trans. Inf. Theory"},{"issue":"1","key":"3_CR16","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1177\/10943420241284023","volume":"39","author":"P Lindstrom","year":"2025","unstructured":"Lindstrom, P., et al.: ZFP: a compressed array representation for numerical computations. Int. J. High Perf. Comput. Appl. 39(1), 104\u2013122 (2025)","journal-title":"Int. J. High Perf. Comput. Appl."},{"issue":"7","key":"3_CR17","doi-asserted-by":"publisher","first-page":"1509","DOI":"10.1016\/j.matcom.2009.08.038","volume":"80","author":"S Markidis","year":"2010","unstructured":"Markidis, S., et al.: Multi-scale simulations of plasma with ipic3d. Math. Comput. Simul. 80(7), 1509\u20131519 (2010)","journal-title":"Math. Comput. Simul."},{"key":"3_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1007\/978-3-319-46079-6_5","volume-title":"High Performance Computing","author":"S Markidis","year":"2016","unstructured":"Markidis, S., et al.: The EPiGRAM project: preparing parallel programming models for exascale. In: Taufer, M., Mohr, B., Kunkel, J.M. (eds.) ISC High Performance 2016. LNCS, vol. 9945, pp. 56\u201368. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-46079-6_5"},{"issue":"2","key":"3_CR19","doi-asserted-by":"publisher","first-page":"233","DOI":"10.1016\/0021-9991(81)90094-2","volume":"41","author":"RJ Mason","year":"1981","unstructured":"Mason, R.J.: Implicit moment particle simulation of plasmas. J. Comput. Phys. 41(2), 233\u2013244 (1981)","journal-title":"J. Comput. Phys."},{"key":"3_CR20","volume-title":"The EM Algorithm and Extensions","author":"G McLachlan","year":"1997","unstructured":"McLachlan, G., Krishnan, T.: The EM Algorithm and Extensions. Wiley, Hoboken (1997)"},{"issue":"2","key":"3_CR21","doi-asserted-by":"publisher","first-page":"325810202","DOI":"10.1017\/S0022377814001123","volume":"81","author":"IB Peng","year":"2015","unstructured":"Peng, I.B., et al.: Energetic particles in magnetotail reconnection. J. Plasma Phys. 81(2), 325810202 (2015)","journal-title":"J. Plasma Phys."},{"key":"3_CR22","doi-asserted-by":"publisher","first-page":"1178","DOI":"10.1016\/j.procs.2015.05.288","volume":"51","author":"IB Peng","year":"2015","unstructured":"Peng, I.B., et al.: The formation of a magnetosphere with implicit particle-in-cell simulations. Procedia Comput. Sci. 51, 1178\u20131187 (2015)","journal-title":"Procedia Comput. Sci."},{"key":"3_CR23","doi-asserted-by":"crossref","unstructured":"Peng, I.B., et\u00a0al.: Kinetic structures of quasi-perpendicular shocks in global particle-in-cell simulations. Phys. Plasmas 22(9) (2015)","DOI":"10.1063\/1.4930212"},{"key":"3_CR24","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2024.106581","volume":"96","author":"RR Sahoo","year":"2024","unstructured":"Sahoo, R.R., Bhowmick, S., Mandal, D., Kumar Kundu, P.: A novel approach of gaussian mixture model-based data compression of ecg and ppg signals for various cardiovascular diseases. Biomed. Signal Process. Control 96, 106581 (2024)","journal-title":"Biomed. Signal Process. Control"},{"key":"3_CR25","doi-asserted-by":"publisher","DOI":"10.1016\/j.sigpro.2021.107990","volume":"183","author":"J Sun","year":"2021","unstructured":"Sun, J., Zhao, Y., Wang, S., Wei, J.: Image compression based on gaussian mixture model constrained using markov random field. Signal Process. 183, 107990 (2021)","journal-title":"Signal Process."},{"key":"3_CR26","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1016\/j.jastp.2017.07.004","volume":"177","author":"Y Yu","year":"2018","unstructured":"Yu, Y., et al.: Pic simulations of wave-particle interactions with an initial electron velocity distribution from a kinetic ring current model. J. Atmos. Solar Terr. Phys. 177, 169\u2013178 (2018)","journal-title":"J. Atmos. Solar Terr. Phys."}],"container-title":["Lecture Notes in Computer Science","Computational Science \u2013 ICCS 2025"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-97632-2_3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T08:27:45Z","timestamp":1777451265000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-97632-2_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031976315","9783031976322"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-97632-2_3","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"5 July 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICCS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computational Science","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Singapore","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Singapore","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"7 July 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iccs-computsci2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.iccs-meeting.org\/iccs2025\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}