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In the present work, we present doublet, quartet, and sextet potential energy surfaces that are suitable for studying collisions of O2(3\u03a3g\u2212) with N(4S) in the electronically adiabatic approximation. Two sets of surfaces are developed, one using neural networks (NNs) with permutationally invariant polynomials (PIPs) and one with the least-squares many-body (MB) method, where a two-body part is an accurate diatomic potential and the three-body part is expressed with connected PIPs in mixed-exponential-Gaussian bond order variables (MEGs). We find, using the same dataset for both fits, that the fitting performance of the PIP-NN method is significantly better than that of the MB-PIP-MEG method, even though the MB-PIP-MEG fit uses a higher-order PIP than those used in previous MB-PIP-MEG fits of related systems (such as N4 and N2O2). However, the evaluation of the PIP-NN fit in trajectory calculations requires about 5 times more computer time than is required for the MB-PIP-MEG fit.<\/jats:p>","DOI":"10.1063\/5.0039771","type":"journal-article","created":{"date-parts":[[2021,2,23]],"date-time":"2021-02-23T11:03:24Z","timestamp":1614078204000},"update-policy":"https:\/\/doi.org\/10.1063\/aip-crossmark-policy-page","source":"Crossref","is-referenced-by-count":41,"title":["Potential energy surfaces for high-energy N + O2 collisions"],"prefix":"10.1063","volume":"154","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9324-798X","authenticated-orcid":false,"given":"Zoltan","family":"Varga","sequence":"first","affiliation":[{"name":"Department of Chemistry, Chemical Theory Center, and Minnesota Supercomputing Institute, University of Minnesota 1 , Minneapolis, Minnesota 55455-0431, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5939-0846","authenticated-orcid":false,"given":"Yang","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Chemistry and Chemical Engineering & Chongqing Key Laboratory of Theoretical and Computational Chemistry, Chongqing University 2 , Chongqing 401331, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2392-8322","authenticated-orcid":false,"given":"Jun","family":"Li","sequence":"additional","affiliation":[{"name":"School of Chemistry and Chemical Engineering & Chongqing Key Laboratory of Theoretical and Computational Chemistry, Chongqing University 2 , Chongqing 401331, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuliya","family":"Paukku","sequence":"additional","affiliation":[{"name":"Department of Chemistry, Chemical Theory Center, and Minnesota Supercomputing Institute, University of Minnesota 1 , Minneapolis, Minnesota 55455-0431, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9901-053X","authenticated-orcid":false,"given":"Hua","family":"Guo","sequence":"additional","affiliation":[{"name":"Department of Chemistry and Chemical Biology, University of New Mexico 3 , Albuquerque, New Mexico 87131, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7742-7294","authenticated-orcid":false,"given":"Donald G.","family":"Truhlar","sequence":"additional","affiliation":[{"name":"Department of Chemistry, Chemical Theory Center, and Minnesota Supercomputing Institute, University of Minnesota 1 , Minneapolis, Minnesota 55455-0431, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"317","published-online":{"date-parts":[[2021,2,23]]},"reference":[{"key":"2023061919175975500_c1","doi-asserted-by":"publisher","first-page":"649","DOI":"10.1029\/GL009i006p00649","volume":"9","year":"1982","journal-title":"Geophys. 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