{"id":27,"date":"2019-04-17T10:21:27","date_gmt":"2019-04-17T14:21:27","guid":{"rendered":"https:\/\/groups.chem.cmu.edu\/washburn\/?page_id=27"},"modified":"2024-08-02T11:11:37","modified_gmt":"2024-08-02T15:11:37","slug":"publications","status":"publish","type":"page","link":"https:\/\/groups.chem.cmu.edu\/washburn\/publications\/","title":{"rendered":"Publications"},"content":{"rendered":"
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\n\t\t\t\t\t\tThe Washburn Group\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t<\/div>\n<\/div><\/div><\/div><\/div><\/div>
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Predicting Young\u2019s Modulus of Linear Polyurethane and Polyurethane\u2013Polyurea Elastomers: Bridging Length Scales with Physicochemical Modeling and Machine Learning<\/a>. Pugar JA, Gang C, Huang C, Haider KW, Washburn NR. ACS Applied Materials & Interfaces<\/em>. 2022<\/strong> Mar 30;14(14):16568-81.<\/p>\n

Advancing cement\u2010based materials design through data science approaches<\/a>. Rios RT, Childs CM, Smith SH, Washburn NR, Kurtis KE. RILEM Technical Letters<\/em> (2021<\/strong>) 6:140\u2010149.<\/p>\n

Elucidating the Physicochemical Basis of the Glass Transition Temperature in Linear Polyurethane Elastomers with Machine Learning<\/a>. JA Pugar, CM Childs, C Huang, KW Haider, NR Washburn. The Journal of Physical Chemistry<\/em> B 124 (43), 9722-9733.<\/p>\n

Cheminformatics for Accelerated Design of Chemical Admixtures<\/a>. Childs CM, Canbek O, Kirby TM, Zhang C, Zheng J, Szeto C, P\u00f3czos B, Kurtis KE, Washburn NR. Cement and Concrete Research<\/em> 136, 106173.<\/p>\n

Embedding Domain Knowledge for Machine Learning of Complex Material Systems Based on Small Datasets<\/a>. Childs CM, Washburn NR. MRS Communications<\/em>, (2019<\/strong>) 1-5.<\/p>\n

Molecular Engineering of Superplasticizers for Metakaolin\u2010Portland Cement Blends with Hierarchical Machine Learning<\/a>. Menon A, Childs CM, Pocz\u00f3s B, Washburn NR, Kurtis KE. Advanced Theory and Simulations<\/em>. 2019<\/strong> Apr 1;2(4).<\/p>\n

Elucidating Multi-Physics Interactions in Suspensions for the Design of Polymeric Dispersants: A Hierarchical Machine Learning Approach<\/a>. Menon A, Gupta C, Perkins KM, DeCost BL, Budwal N, Rios RT, Zhang K, Poczos B, Washburn NR. Molecular Systems Design & Engineering<\/em>. 2017<\/strong>; 2: 263-273.<\/p>\n<\/div>\n<\/div><\/div>

\n\t\t\t\n\t\t\n\t\t\t\n\t\t\tFull list of publications\t\t<\/span>\n\t\t\t<\/a>\n\t<\/div>\n<\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"

Predicting Young\u2019s Modulus of Linear Polyurethane and Polyurethane\u2013Polyurea Elastomers: Bridging Length Scales with Physicochemical Modeling and Machine Learning. Pugar JA, Gang C, Huang C, Haider KW, Washburn NR. ACS Applied Materials & Interfaces. 2022 Mar 30;14(14):16568-81. Advancing cement\u2010based materials design through data science approaches. Rios RT, Childs CM, Smith SH, Washburn NR, Kurtis KE. RILEM […]<\/p>\n","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-27","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/groups.chem.cmu.edu\/washburn\/wp-json\/wp\/v2\/pages\/27","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/groups.chem.cmu.edu\/washburn\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/groups.chem.cmu.edu\/washburn\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/groups.chem.cmu.edu\/washburn\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/groups.chem.cmu.edu\/washburn\/wp-json\/wp\/v2\/comments?post=27"}],"version-history":[{"count":190,"href":"https:\/\/groups.chem.cmu.edu\/washburn\/wp-json\/wp\/v2\/pages\/27\/revisions"}],"predecessor-version":[{"id":2337,"href":"https:\/\/groups.chem.cmu.edu\/washburn\/wp-json\/wp\/v2\/pages\/27\/revisions\/2337"}],"wp:attachment":[{"href":"https:\/\/groups.chem.cmu.edu\/washburn\/wp-json\/wp\/v2\/media?parent=27"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}