Sustainable Materials

Summary

This part of research focuses on life cycle assessment (LCA) of material production and recycling, spanning a wide range of systems, including critical materials (gallium, lithium, rare earth elements, NdFeB magnets, lithium-ion battery cathodes), industrial applications (metalworking fluids, electronic waste such as LCDs, HDDs, and smartphone plastics), and infrastructure materials.

Project

Integrated Technoeconomic, Lifecycle, and Circularity Analyses Tool for EV Batteries

Funded by: ARPA-E (Advanced Research Projects Agency-Energy) of DOE under the CIRCULAR program

Introduction: This project is part of ARPA-E's CIRCULAR (Catalyzing Innovative Research for Circular Use of Long-lived Advanced Rechargeables) program, which aims to develop technologies to support a circular domestic supply chain for electric vehicle (EV) batteries through regeneration, repair, reuse, and remanufacture. The team led by Purdue University is developing a first-of-its-kind, integrated software tool capable of analyzing the economic, environmental, and circularity performance of innovative technologies developed by other CIRCULAR teams to achieve a circular electric vehicle battery supply chain. The project brings together complementary expertise in the areas of technoeconomic analysis, life cycle assessment, circularity analysis, battery technologies, and critical material recycling. CIRCULAR projects advance methods to prolong battery cell life, develop modular battery packs that can be easily repaired, reused, and remanufactured; and build systems to enable rapid state of health diagnostics and autonomous robotic disassembly of battery packs to inform lifecycle extension tactics and increase recycling throughput cost-effectively. This comprehensive analysis tool will support the transition from a linear to a circular supply chain for domestic EV batteries, helping to reduce waste and extend battery life.

Website: ARPA-E Project Page

Researchers involved: Aristotelis Lygizos, Lakshmi Srinivasan, Venkat Roy, Chandra Nath, Byung Gun Joung (LSM), John Sutherland (LSM), Fu Zhao

CMI Lithium Extraction Assessment Project

Funded by: Critical Material Innovation Hub (CMI), led by Ames National Lab - a DOE initiative designed to secure supply chains for critical materials like rare-earth metals, cobalt, lithium, and others, essential for clean energy technologies.

Introduction: This project involved conducting comprehensive environmental impact assessments for Oak Ridge National Laboratory's novel lithium extraction technology developed by Dr. Paras Paranthaman's group. The innovative extraction method potentially unlocks new domestic lithium resources from sources such as mining waste streams and used batteries. The research team at Purdue analyzed the life cycle benefits of this direct lithium extraction process compared to standard methods using sodium carbonate, finding that the ORNL technology used one-third the material and one-third the energy while generating fewer greenhouse gas emissions. Additionally, the project included assessing environmental impacts of lithium extraction from Nevada clays, showing that clay-based extraction outperforms spodumene in all impact categories, particularly in Global Warming (-70%) and Ecotoxicity (-56%).

Website: Critical Materials Innovation Hub

Researchers involved: Venkat Roy, Fu Zhao (Purdue University), M. Parans Paranthaman (Oak Ridge National Laboratory)

Gallium recovery from E-waste using bioleaching

Funded by: DOE Electronics Scrap Recycling Advancement Prize

Introduction: This project focuses on the recovery of gallium and co-product metals from GaN-based LEDs, using a bioleaching-based approach. By leveraging microbial processes under mild conditions, the method provides a low-carbon alternative to conventional high-temperature primary production. The project combines experimental bioleaching with mass balance modeling, techno-economic analysis (TEA), and life cycle assessment (LCA) to evaluate the economic feasibility and sustainability of gallium recycling from end-of-life electronics.

Website: Electronics Scrap Recycling Advancement Prize

Researchers involved: Xiaohan Wu, Neha Shakelly, Venkat Roy, Fu Zhao

Gallium recovery from e-waste project diagram

Publications

Life cycle assessment for primary gallium production at industrial-scale

H Luo, TY Huang, X Wu, F Zhao

The International Journal of Life Cycle Assessment, 1-15, 2025

Lithium from clay: Assessing the environmental impacts of extraction

V Roy, MP Paranthaman, F Zhao

Sustainable Production and Consumption 52, 324-332, 2024

Mapping complexity: Analyzing rare earth production life cycle inventories with network analysis

A Fahimi, F Zhao, S Singh, E Vahidi

Resources, Conservation and Recycling 211, 107894, 2024

An improved identification method based on Bayesian regularization optimization for the imbalanced proportion plastics recycling using NIR spectroscopy

H Li, L Li, S Jiao, F Zhao, JW Sutherland, F Yin

Journal of Material Cycles and Waste Management 26 (6), 3838-3851, 2024

Degradation of cathode in air and its influences on direct recycling

Y Ji, CT Jafvert, F Zhao

Journal of Cleaner Production 436, 140597, 2024

Agile synthesis and automated, high-throughput evaluation of diglycolamides for liquid-liquid extraction of rare-earth elements

L An, Y Yao, TB Hall, F Zhao, L Qi

Green Chemistry 26 (12), 7188-7197, 2024

Integrated Circular Economy Model System for Direct Lithium Extraction: From Minerals to Batteries Utilizing Aluminum Hydroxide

K Jayanthi, TN Lamichhane, V Roy, F Zhao, A Navrotsky, BA Moyer, ...

ACS Applied Materials & Interfaces 15 (50), 58984-58993, 2023

An improved classification method of waste smartphone plastics based on near-infrared spectroscopy

H Li, L Li, F Yin, F Zhao, JW Sutherland

Journal of Material Cycles and Waste Management 25 (4), 1841-1852, 2023

Molten salt electrolysis and room temperature ionic liquid electrochemical processes for refining rare earth metals: Environmental and economic performance comparison

JR Perez-Cardona, TY Huang, F Zhao, JW Sutherland, A Atifi, RV Fox, ...

Sustainable Energy Technologies and Assessments 54, 102840, 2022

Chemical-free pressure washing system as pretreatment to harvest cathode materials

Y Ji, CT Jafvert, EE Kpodzro, F Zhao

Waste Management 153, 121-128, 2022

Prospective Life Cycle Assessment of Synthetic Graphite Manufactured via Electrochemical Graphitization

S Kulkarni, TY Huang, BP Thapaliya, H Luo, S Dai, F Zhao

ACS Sustainable Chemistry & Engineering 10 (41), 13607-13618, 2022

Decomposition of PVDF to delaminate cathode materials from end-of-life lithium-ion battery cathodes

Y Ji, CT Jafvert, NN Zyaykina, F Zhao

Journal of Cleaner Production 367, 133112, 2022

An investigation of hard-disk drive circularity accounting for socio-technical dynamics and data uncertainty

J Walzberg, R Burton, F Zhao, K Frost, S Muller, A Carpenter, G Heath

Resources, Conservation and Recycling 178, 106102, 2022

Transforming and integrating informal sectors into formal e-waste management system: A case study in Guiyu, China

C Wang, F Zhao, C Handwerker

Clean Technologies and Recycling 2 (4), 225-246, 2022

Direct recycling technologies of cathode in spent lithium-ion batteries

Y Ji, EE Kpodzro, CT Jafvert, F Zhao

Clean Technologies and Recycling 1 (2), 124-151, 2021

Recovery of cathode materials from spent lithium-ion batteries using eutectic system of lithium compounds

Y Ji, CT Jafvert, F Zhao

Resources, Conservation and Recycling 170, 105551, 2021

Life cycle assessment and techno-economic assessment of lithium recovery from geothermal brine

TY Huang, JR Perez-Cardona, F Zhao, JW Sutherland, MP Paranthaman

ACS Sustainable Chemistry & Engineering 9 (19), 6551-6560, 2021

Exploring Social Dynamics of Hard-Disk Drives Circularity with an Agent-Based Approach

J Walzberg, F Zhao, K Frost, A Carpenter, GA Heath

2021 IEEE Conference on Technologies for Sustainability (SusTech), 2021

Agent-Based Modeling for By-Product Metal Supply - A Case Study on Indium

J Cao, CH Choi, F Zhao

Sustainability 13 (14), 7881, 2021

Modernizing a Life Cycle Eco-Impact Estimator for ICT Products

T Okrasinski, F Zhao, L Dender, E Helminen, J Donald Kline, X Lin, ...

Electronics Goes Green, 2020

Game theoretic production decisions of by-product materials critical for clean energy technologies - Indium as a case study

CH Choi, SP Kim, S Lee, F Zhao

Energy 203, 117768, 2020

Game-based system dynamics simulation of deposit-refund scheme for electric vehicle battery recycling in China

X Li, D Mu, J Du, J Cao, F Zhao

Resources, Conservation and Recycling 157, 104788, 2020

Comparative life cycle analysis for value recovery of precious metals and rare earth elements from electronic waste

Z Li, LA Diaz, Z Yang, H Jin, TE Lister, E Vahidi, F Zhao

Resources, Conservation and Recycling 149, 20-30, 2019

A Semi-automatic System for Efficient Recovery of Rare Earth Permanent Magnets from Hard Disk Drives

TR Simon, L Cong, Y Zhai, Y Zhu, F Zhao

Procedia CIRP 69, 916-920, 2018

The Development Path of the Lighting Industry in Mainland China: Execution of Energy Conservation and Management on Mercury Emission

Z Li, P Jia, F Zhao, Y Kang

International Journal of Environmental Research and Public Health 15 (12), 2883, 2018

Mercury Pollution, Treatment and Solutions in Spent Fluorescent Lamps in Mainland China

Z Li, P Jia, F Zhao, Y Kang

International Journal of Environmental Research and Public Health 15 (12), 2766, 2018

Assessing the environmental footprint of the production of rare earth metals and alloys via molten salt electrolysis

E Vahidi, F Zhao

Resources, Conservation and Recycling 139, 178-187, 2018

Analyzing critical material demand: A revised approach

RT Nguyen, T Fishman, F Zhao, DD Imholte, TE Graedel

Science of The Total Environment 630, 1143-1148, 2018

Global strategic level supply planning of materials critical to clean energy technologies - A case study on indium

CH Choi, J Eun, J Cao, S Lee, F Zhao

Energy 147, 950-964, 2018

Behind the Scenes of Clean Energy: The Environmental Footprint of Rare Earth Products

PS Arshi, E Vahidi, F Zhao

ACS Sustainable Chemistry & Engineering 6 (3), 3311-3320, 2018

Environmental life cycle assessment on the separation of rare earth oxides through solvent extraction

E Vahidi, F Zhao

Journal of Environmental Management 203, 255-263, 2017

Batch scheduling for minimal energy consumption and tardiness under uncertainties: A heat treatment application

J Wang, F Qiao, F Zhao, JW Sutherland

CIRP Annals 65 (1), 17-20, 2016

System dynamics modeling of indium material flows under wide deployment of clean energy technologies

CH Choi, J Cao, F Zhao

Resources, Conservation and Recycling 114, 59-71, 2016

Environmental life cycle analysis of pipe materials for sewer systems

E Vahidi, E Jin, M Das, M Singh, F Zhao

Sustainable Cities and Society 27, 167-174, 2016

An initial life cycle assessment of rare earth oxides production from ion-adsorption clays

E Vahidi, J Navarro, F Zhao

Resources, Conservation and Recycling 113, 1-11, 2016

A data-driven model for energy consumption in the sintering process

J Wang, F Qiao, F Zhao, JW Sutherland

Journal of Manufacturing Science and Engineering 138 (10), 101001, 2016

Life cycle analysis for solvent extraction of rare earth elements from aqueous solutions

E Vahidi, F Zhao

REWAS 2016: towards materials resource sustainability, 113-120, 2016

Comparative Life Cycle Analysis of Materials in Wastewater Piping Systems

E Vahidi, E Jin, M Das, M Singh, F Zhao

Procedia Engineering 118, 1177-1188, 2015

Modeling the value recovery of rare earth permanent magnets at end-of-life

L Cong, H Jin, P Fitsos, T McIntyre, Y Yih, F Zhao, JW Sutherland

Procedia CIRP 29, 680-685, 2015

Life-Cycle Assessment of the Production of Rare-Earth Elements for Energy Applications: A Review

J Navarro, F Zhao

Frontiers in Energy Research 2, 45, 2014

Recycling of liquid crystal displays for maximum resource recovery

F Zhao, A Lagro, G Mendis, C Handwerker

Proceedings of the ISSST 2, 3, 2014

Comparative LCA of NdFeB and ferrite motors used in the microfabrication industry

J Navarro, F Zhao, J Sutherland

9th International Workshop on Microfactories, 2014

Unit process life cycle inventory: Comparisons of a new core-shell Cu-Ag nanoparticle interconnect technology with reflow soldering

MJ Kammer, CA Handwerker, F Zhao

Abstracts of Papers of the American Chemical Society 246, 2013

Discovering material recovery scenarios for industrial machinery: A case-based approach

WZ Bernstein, D Ramanujan, M Koho, F Zhao, K Ramani

ASME 2012 International Manufacturing Science and Engineering Conference, 2012

GreenTV: A project-based learning module on sustainable electronics

F Zhao, K Cooper, C Handwerker

Proceedings of the 2011 IEEE International Symposium on Sustainable Systems, 2011