Skip to content
DraconiticResearch
Search Sources API
182,549 studies31 sourcesUpdated 9 min ago
PreprintCC BYChemRxiv

Rare Earth Elements Recovery with Membranes, Additive Manufacturing, and AI/ML Workflows

  • Pasindu Samaraweera
  • Ilia N. Ivanov
  • M. Parans Paranthaman
  • Rigoberto Advincula
Open at sourcePDFDOICite

Abstract

Rare earth element (REE) extraction and separation from secondary sources are entering a critical stage as the demand for REE-enabled materials accelerates while conventional supply chains face technical, economic, and environmental pressure. Although significant progress has been made in REE separations from primary resources, inherent variability of secondary sources introduces substantial chemical and processing challenges, rendering REEs an ever-moving target for extraction and production. In this review, we discuss conventional and novel methods in separations, additive manufacturing–enabled separations, role of AI in separations, data driven approaches, AI/ML implementation, self-driving labs, and AI/ML workflows.

Related

  1. Additive Manufacturing of Polyvinylidene Fluoride (PVDF) Toward High Performance with AI-Driven Workflows
    Rigoberto C. Advincula, John Ryan C. Dizon, Tabitha D. Burch +7
    ChemRxivPreprintCC BYFull textGeneral chemistryChemRxiv
  2. PIM-like additive manufacturing and characterization of a MnZn ferrite magnetic core
    Ghali Sqalli, Vincent Martin, Frédéric Gillon +5
    Scientific ReportsPeer-reviewedCC BY-NC-ND 4.0Full textMaterials & polymersCrossref
  3. Additive Manufacturing of Thermochromic Chitosan Hydrogels for Battery-Free Colorimetric Thermal Indication
    Jaewon Lim, Na Kyoung Kim, Jong Woo Hah +4
    PolymersPeer-reviewedCC BYFull textMaterials & polymersEurope PMC
  4. Architected Iron-Carbon and Stainless-Steel Electrodes Fabricated by Additive Manufacturing for All-Iron Redox Flow Batteries
    Maxime van der Heijden, Baichen Liu, Fabio Scattareggia Marchese Di Giovanni +1
    ChemRxivPreprintLicence not statedGeneral chemistryChemRxiv
  5. Influence of Post-Processing by Annealing on Additive Manufacturing Productivity and Mechanical Properties in Three-Point Bending of Additively Manufactured Specimens from PETG and Recycled PETG
    Dragos Gabriel Zisopol, Mihail Minescu, Dragos Valentin Iacob +1
    PolymersPeer-reviewedCC BYFull textMaterials & polymersEurope PMC

Cite

BibTeXRIS
BibTeX
@misc{samaraweera2026rare,
  title = {{Rare Earth Elements Recovery with Membranes, Additive Manufacturing, and AI/ML Workflows}},
  author = {Pasindu Samaraweera and Ilia N. Ivanov and M. Parans Paranthaman and Rigoberto Advincula},
  howpublished = {ChemRxiv},
  year = {2026},
  month = sep,
  doi = {10.26434/chemrxiv.15009415/v1},
  url = {https://chemrxiv.org/doi/full/10.26434/chemrxiv.15009415/v1},
  note = {CC BY},
}
RIS
TY  - UNPB
TI  - Rare Earth Elements Recovery with Membranes, Additive Manufacturing, and AI/ML Workflows
AU  - Pasindu Samaraweera
AU  - Ilia N. Ivanov
AU  - M. Parans Paranthaman
AU  - Rigoberto Advincula
PY  - 2026
DA  - 2026/09/24
PB  - ChemRxiv
DO  - 10.26434/chemrxiv.15009415/v1
UR  - https://chemrxiv.org/doi/full/10.26434/chemrxiv.15009415/v1
AB  - Rare earth element (REE) extraction and separation from secondary sources are entering a critical stage as the demand for REE-enabled materials accelerates while conventional supply chains face technical, economic, and environmental pressure. Although significant progress has been made in REE separations from primary resources, inherent variability of secondary sources introduces substantial chemical and processing challenges, rendering REEs an ever-moving target for extraction and production. In this review, we discuss conventional and novel methods in separations, additive manufacturing–enabled separations, role of AI in separations, data driven approaches, AI/ML implementation, self-driving labs, and AI/ML workflows.
ER  -