{
  "abstract": "Polyvinylidene fluoride (PVDF) is a high-performance fluoropolymer known for its chemical resistance, mechanical strength, thermal stability, and piezoelectric and dielectric behavior, making it an ideal material for additive manufacturing (AM). The first part of this paper provides an overview and demonstration of this potential, with the first section reviewing PVDF materials, crystallographic phases, and fused deposition modeling (FDM) processing. This perspective provides practical guidance for optimizing PVDF AM for engineering applications, as well as the potential for artificial intelligence and machine learning (AI/ML) workflows to inform future research.",
  "abstract_shown": true,
  "affiliations": [
    "Department of Chemical and Biomolecular Engineering, Department of Materials Science and Engineering, and Institute for Advanced Materials and Manufacturing",
    "University of Tennessee",
    "Center for Nanophase Materials and Sciences",
    "Oak Ridge National Laboratory",
    "Department of Macromolecular Sciences and Engineering",
    "Case Western Reserve University",
    "DR3AM Center and Department of Industrial Engineering, College of Engineering and Architecture",
    "Bataan Peninsula State University",
    "Department of Coatings and Polymeric Materials",
    "North Dakota State University",
    "Office of Critical Minerals and Energy Innovation (CMEI, U.S. Department of Energy, 1000 Independence Avenue Southwest, Washington, District of Columbia, 20585",
    "School of Aerospace & Mechanical Engineering",
    "University of Oklahoma",
    "Department of Materials Science and Engineering",
    "University of North Texas"
  ],
  "article_type": null,
  "arxiv": null,
  "author_total": 10,
  "authors": [
    {
      "affs": [
        0,
        1,
        2,
        3,
        4,
        5
      ],
      "name": "Rigoberto C. Advincula",
      "orcid": "0000-0002-2899-4778"
    },
    {
      "affs": [
        6,
        7
      ],
      "name": "John Ryan C. Dizon"
    },
    {
      "affs": [
        0,
        1
      ],
      "name": "Tabitha D. Burch"
    },
    {
      "affs": [
        4,
        5
      ],
      "name": "Xiang Cheng"
    },
    {
      "affs": [
        0,
        1
      ],
      "name": "Alejandro H. Espera"
    },
    {
      "affs": [
        0,
        1
      ],
      "name": "Erick L. Ribeiro"
    },
    {
      "affs": [
        8,
        9
      ],
      "name": "Eugene B. Caldona"
    },
    {
      "affs": [
        10
      ],
      "name": "H. Felix Wu"
    },
    {
      "affs": [
        11,
        12
      ],
      "name": "Yijie Jiang"
    },
    {
      "affs": [
        13,
        14
      ],
      "name": "Wonbong Choi"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/0gqq1y7fddg02.bib",
  "cited_by": 0,
  "doi": "10.26434/chemrxiv.15009888/v1",
  "fulltext_url": null,
  "id": "0gqq1y7fddg02",
  "issns": [],
  "landing_url": "https://chemrxiv.org/doi/full/10.26434/chemrxiv.15009888/v1",
  "language": null,
  "licence": "CC-BY",
  "licence_label": "CC BY",
  "licence_source": "journal",
  "licence_url": "https://creativecommons.org/licenses/by/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "openalex",
      "2203|Additive Manufacturing and 3D Printing Technologies"
    ]
  ],
  "openalex": "W7220429890",
  "pdf_url": "https://chemrxiv.org/doi/pdf/10.26434/chemrxiv.15009888/v1",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-05",
  "publisher": "American Chemical Society (ACS)",
  "ris": "https://research.draconitic.com/paper/0gqq1y7fddg02.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:17:22Z",
      "native_id": "10.26434/chemrxiv.15009888",
      "source": "chemrxiv",
      "url": "https://chemrxiv.org/doi/full/10.26434/chemrxiv.15009888/v1"
    }
  ],
  "subjects": [
    {
      "field": "chemistry",
      "origin": "source:chemrxiv",
      "subfield": "general"
    }
  ],
  "title": "Additive Manufacturing of Polyvinylidene Fluoride (PVDF) Toward High Performance with AI-Driven Workflows",
  "title_text": "Additive Manufacturing of Polyvinylidene Fluoride (PVDF) Toward High Performance with AI-Driven Workflows",
  "type": "preprint",
  "updated_at": "2026-10-30T12:17:22Z",
  "url": "https://research.draconitic.com/paper/0gqq1y7fddg02",
  "venue": "ChemRxiv",
  "versions": []
}