{"id":"https://openalex.org/W4286753666","doi":"https://doi.org/10.1007/978-981-19-8460-0_1","title":"Symbolic Regression in Materials Science: Discovering Interatomic Potentials from Data","display_name":"Symbolic Regression in Materials Science: Discovering Interatomic Potentials from Data","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4286753666","doi":"https://doi.org/10.1007/978-981-19-8460-0_1"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-19-8460-0_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-19-8460-0_1","pdf_url":null,"source":{"id":"https://openalex.org/S4210203257","display_name":"Genetic and evolutionary computation","issn_l":"1932-0167","issn":["1932-0167","1932-0175"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genetic and Evolutionary Computation","raw_type":"book-chapter"},"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071749418","display_name":"Bogdan Burlacu","orcid":"https://orcid.org/0000-0001-8785-2959"},"institutions":[{"id":"https://openalex.org/I4210136249","display_name":"University of Applied Sciences Upper Austria","ror":"https://ror.org/03jqp6d56","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210136249"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Bogdan Burlacu","raw_affiliation_strings":["Josef Ressel Center for Symbolic Regression and Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria"],"affiliations":[{"raw_affiliation_string":"Josef Ressel Center for Symbolic Regression and Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria","institution_ids":["https://openalex.org/I4210136249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004674296","display_name":"Michael Kommenda","orcid":"https://orcid.org/0000-0003-2049-723X"},"institutions":[{"id":"https://openalex.org/I4210136249","display_name":"University of Applied Sciences Upper Austria","ror":"https://ror.org/03jqp6d56","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210136249"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Michael Kommenda","raw_affiliation_strings":["Josef Ressel Center for Symbolic Regression and Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria"],"affiliations":[{"raw_affiliation_string":"Josef Ressel Center for Symbolic Regression and Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria","institution_ids":["https://openalex.org/I4210136249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019952173","display_name":"Gabriel Kronberger","orcid":"https://orcid.org/0000-0002-3012-3189"},"institutions":[{"id":"https://openalex.org/I4210136249","display_name":"University of Applied Sciences Upper Austria","ror":"https://ror.org/03jqp6d56","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210136249"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Gabriel Kronberger","raw_affiliation_strings":["Josef Ressel Center for Symbolic Regression and Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria"],"affiliations":[{"raw_affiliation_string":"Josef Ressel Center for Symbolic Regression and Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria","institution_ids":["https://openalex.org/I4210136249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036920760","display_name":"Stephan Winkler","orcid":"https://orcid.org/0000-0002-5196-4294"},"institutions":[{"id":"https://openalex.org/I4210136249","display_name":"University of Applied Sciences Upper Austria","ror":"https://ror.org/03jqp6d56","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210136249"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Stephan M. Winkler","raw_affiliation_strings":["Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria","Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Wels, Austria"],"affiliations":[{"raw_affiliation_string":"Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria","institution_ids":["https://openalex.org/I4210136249"]},{"raw_affiliation_string":"Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Wels, Austria","institution_ids":["https://openalex.org/I4210136249"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013367027","display_name":"Michael Affenzeller","orcid":"https://orcid.org/0000-0001-5692-5940"},"institutions":[{"id":"https://openalex.org/I4210136249","display_name":"University of Applied Sciences Upper Austria","ror":"https://ror.org/03jqp6d56","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210136249"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Michael Affenzeller","raw_affiliation_strings":["Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria"],"affiliations":[{"raw_affiliation_string":"Heuristic and Evolutionary Algorithms Laboratory, University of Applied Sciences Upper Austria, Softwarepark 11, 4232, Hagenberg, Austria","institution_ids":["https://openalex.org/I4210136249"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5071749418"],"corresponding_institution_ids":["https://openalex.org/I4210136249"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00231826,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10521","display_name":"RNA and protein synthesis mechanisms","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10030","display_name":"Electrocatalysts for Energy Conversion","score":0.9768000245094299,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interatomic-potential","display_name":"Interatomic potential","score":0.6701027154922485},{"id":"https://openalex.org/keywords/ab-initio","display_name":"Ab initio","score":0.605014443397522},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5414862632751465},{"id":"https://openalex.org/keywords/symbolic-regression","display_name":"Symbolic regression","score":0.5063775777816772},{"id":"https://openalex.org/keywords/electronic-structure","display_name":"Electronic structure","score":0.47296303510665894},{"id":"https://openalex.org/keywords/atomic-units","display_name":"Atomic units","score":0.42098382115364075},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.33928632736206055},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26806744933128357},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.2529527544975281},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.2219182550907135},{"id":"https://openalex.org/keywords/computational-chemistry","display_name":"Computational chemistry","score":0.21405327320098877},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.21109217405319214},{"id":"https://openalex.org/keywords/molecular-dynamics","display_name":"Molecular dynamics","score":0.19211065769195557},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.1583416759967804}],"concepts":[{"id":"https://openalex.org/C2776372370","wikidata":"https://www.wikidata.org/wiki/Q3399989","display_name":"Interatomic potential","level":3,"score":0.6701027154922485},{"id":"https://openalex.org/C2781442258","wikidata":"https://www.wikidata.org/wiki/Q46310","display_name":"Ab initio","level":2,"score":0.605014443397522},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5414862632751465},{"id":"https://openalex.org/C2776400721","wikidata":"https://www.wikidata.org/wiki/Q18171762","display_name":"Symbolic regression","level":3,"score":0.5063775777816772},{"id":"https://openalex.org/C86025842","wikidata":"https://www.wikidata.org/wiki/Q5358432","display_name":"Electronic structure","level":2,"score":0.47296303510665894},{"id":"https://openalex.org/C66823137","wikidata":"https://www.wikidata.org/wiki/Q757568","display_name":"Atomic units","level":2,"score":0.42098382115364075},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.33928632736206055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26806744933128357},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.2529527544975281},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.2219182550907135},{"id":"https://openalex.org/C147597530","wikidata":"https://www.wikidata.org/wiki/Q369472","display_name":"Computational chemistry","level":1,"score":0.21405327320098877},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.21109217405319214},{"id":"https://openalex.org/C59593255","wikidata":"https://www.wikidata.org/wiki/Q901663","display_name":"Molecular dynamics","level":2,"score":0.19211065769195557},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.1583416759967804}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-19-8460-0_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-19-8460-0_1","pdf_url":null,"source":{"id":"https://openalex.org/S4210203257","display_name":"Genetic and evolutionary computation","issn_l":"1932-0167","issn":["1932-0167","1932-0175"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genetic and Evolutionary Computation","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W26088913","https://openalex.org/W1969759235","https://openalex.org/W1983975619","https://openalex.org/W2007544837","https://openalex.org/W2007913267","https://openalex.org/W2019465613","https://openalex.org/W2021891874","https://openalex.org/W2029413789","https://openalex.org/W2029746717","https://openalex.org/W2037782625","https://openalex.org/W2037978495","https://openalex.org/W2041282815","https://openalex.org/W2051922640","https://openalex.org/W2064816673","https://openalex.org/W2073285083","https://openalex.org/W2082624809","https://openalex.org/W2083222334","https://openalex.org/W2109699952","https://openalex.org/W2114500691","https://openalex.org/W2126105956","https://openalex.org/W2135012103","https://openalex.org/W2161122238","https://openalex.org/W2164524421","https://openalex.org/W2179425537","https://openalex.org/W2197007850","https://openalex.org/W2230728100","https://openalex.org/W2261108203","https://openalex.org/W2338402873","https://openalex.org/W2414071577","https://openalex.org/W2503343131","https://openalex.org/W2511310272","https://openalex.org/W2547447472","https://openalex.org/W2742127985","https://openalex.org/W2910230154","https://openalex.org/W2953927951","https://openalex.org/W2972219719","https://openalex.org/W2981272655","https://openalex.org/W2988142477","https://openalex.org/W3004981459","https://openalex.org/W3010488723","https://openalex.org/W3028893194","https://openalex.org/W3046457509","https://openalex.org/W3133931590","https://openalex.org/W3134756482","https://openalex.org/W3197934893","https://openalex.org/W4292320360"],"related_works":["https://openalex.org/W4477543","https://openalex.org/W2707994","https://openalex.org/W8708596","https://openalex.org/W2799863","https://openalex.org/W9980253","https://openalex.org/W14429209","https://openalex.org/W9502363","https://openalex.org/W2464381","https://openalex.org/W12839165","https://openalex.org/W13384645"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-01-25T23:04:38.658462","created_date":"2022-07-23T00:00:00"}