[{"OA_type":"gold","OA_place":"publisher","title":"Designing athermal disordered solids with automatic differentiation","scopus_import":"1","file":[{"success":1,"relation":"main_file","content_type":"application/pdf","date_created":"2024-08-12T07:56:38Z","creator":"dernst","file_id":"17416","checksum":"d6f74e242db5f46bb0e380ee23a268af","file_name":"2024_CommMaterials_Zu.pdf","date_updated":"2024-08-12T07:56:38Z","file_size":9824134,"access_level":"open_access"}],"year":"2024","article_number":"141","_id":"17407","status":"public","type":"journal_article","date_published":"2024-08-01T00:00:00Z","acknowledgement":"We thank M. Lechner for helpful discussions.","dataavailabilitystatement":"The authors declare that the data supporting the findings of this study are available within the paper and its Supplementary Information files","user_id":"317138e5-6ab7-11ef-aa6d-ffef3953e345","project":[{"_id":"B67AFEDC-15C9-11EA-A837-991A96BB2854","name":"IST Austria Open Access Fund"}],"publication_status":"published","supplementarymaterial":"yes","quality_controlled":"1","month":"08","publication_identifier":{"eissn":["2662-4443"]},"article_processing_charge":"Yes","has_accepted_license":"1","doi":"10.1038/s43246-024-00583-4","day":"01","publication":"Communications Materials","volume":5,"file_date_updated":"2024-08-12T07:56:38Z","APC_amount":"3534 EUR","abstract":[{"text":"The ability to control forces between sub-micron-scale building blocks offers significant potential for designing new materials through self-assembly. Traditionally, this involves identifying a crystal structure with a desired property and then designing building-block interactions so that it assembles spontaneously. However, this paradigm fails for structurally disordered solids, which lack a well-defined structure. Here, we show that disordered solids can still be treated from an inverse self-assembly perspective by bypassing structure and directly targeting material properties. Using the Poisson’s ratio as a primary example, we demonstrate how differentiable programming links interaction parameters with emergent behavior, enabling iterative training to achieve the desired Poisson’s ratio. We also tune other properties, including pressure and local 8-fold structural order, and can even control multiple properties simultaneously. This robust, transferable, and scalable approach can handle a wide variety of systems and properties, demonstrating the utility of disordered solids as a practical avenue for self-assembly platforms.","lang":"eng"}],"oa_version":"Published Version","das_tickbox":"1","oa":1,"arxiv":1,"author":[{"last_name":"Zu","id":"26dd9e7c-e86a-11eb-a854-82ac731c9ae2","first_name":"Mengjie","full_name":"Zu, Mengjie"},{"last_name":"Goodrich","id":"EB352CD2-F68A-11E9-89C5-A432E6697425","orcid":"0000-0002-1307-5074","first_name":"Carl Peter","full_name":"Goodrich, Carl Peter"}],"ddc":["530"],"researchdata_availability":"yes (supplementary data)","department":[{"_id":"CaGo"}],"date_updated":"2026-10-01T08:28:59Z","language":[{"iso":"eng"}],"date_created":"2024-08-11T22:01:11Z","publisher":"Springer Nature","tmp":{"short":"CC BY (4.0)","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode"},"article_type":"original","intvolume":"         5","corr_author":"1","external_id":{"arxiv":["2404.15101"]},"fulldoi":"https://doi.org/10.1038/s43246-024-00583-4","citation":{"ama":"Zu M, Goodrich CP. Designing athermal disordered solids with automatic differentiation. <i>Communications Materials</i>. 2024;5. doi:<a href=\"https://doi.org/10.1038/s43246-024-00583-4\">10.1038/s43246-024-00583-4</a>","apa":"Zu, M., &#38; Goodrich, C. P. (2024). Designing athermal disordered solids with automatic differentiation. <i>Communications Materials</i>. Springer Nature. <a href=\"https://doi.org/10.1038/s43246-024-00583-4\">https://doi.org/10.1038/s43246-024-00583-4</a>","ieee":"M. Zu and C. P. Goodrich, “Designing athermal disordered solids with automatic differentiation,” <i>Communications Materials</i>, vol. 5. Springer Nature, 2024.","ista":"Zu M, Goodrich CP. 2024. Designing athermal disordered solids with automatic differentiation. Communications Materials. 5, 141.","mla":"Zu, Mengjie, and Carl Peter Goodrich. “Designing Athermal Disordered Solids with Automatic Differentiation.” <i>Communications Materials</i>, vol. 5, 141, Springer Nature, 2024, doi:<a href=\"https://doi.org/10.1038/s43246-024-00583-4\">10.1038/s43246-024-00583-4</a>.","short":"M. Zu, C.P. Goodrich, Communications Materials 5 (2024).","chicago":"Zu, Mengjie, and Carl Peter Goodrich. “Designing Athermal Disordered Solids with Automatic Differentiation.” <i>Communications Materials</i>. Springer Nature, 2024. <a href=\"https://doi.org/10.1038/s43246-024-00583-4\">https://doi.org/10.1038/s43246-024-00583-4</a>."}}]