Design and additive manufacturing of optimized electrodes for energy storage applications
Abstract
Supercapacitors exhibit fast charging/discharging ability and have attracted considerable attention within the automotive, aerospace, and telecommunication industries. Porous carbons, prized for their high electrical conductivity and high surface area, have been attractive candidates for supercapacitor electrodes. Moving to thick electrodes is one strategy to further increase energy density due to a higher volume fraction of active material. However, thick electrodes suffer from sluggish charged species transport, which is why thin electrodes are currently favored. In this work, we investigate the use of computational optimization and additive manufacturing to design and fabricate thick porous electrodes with improved performance. Electrode performance was maximized by designing their morphologies via topology optimization and printing by projection micro stereolithography (PμSL) using commercial resin (PR48). The PR48 resin was then pyrolyzed (PR48-P) to create the final conductive electrode. The optimized PR48-P electrodes exhibited 99% improvement in capacitance compared to control electrodes printed with cubic lattice morphologies. To further improve performance, we formulated a resin combining graphene oxide (GO) and trimethylolpropane triacrylate (TMPTA). Electrodes printed with 3 wt% GO in TMPTA exhibited improved capacitance retention after pyrolysis compared to the PR48-P electrodes. Finally, this work demonstrates the benefits of using topology optimization to design electrodes and materialmore »
- Authors:
-
- Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
- Univ. of California, Santa Cruz, CA (United States)
- Univ. of California, Los Angeles, CA (United States)
- Publication Date:
- Research Org.:
- Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
- Sponsoring Org.:
- USDOE National Nuclear Security Administration (NNSA); USDOE Laboratory Directed Research and Development (LDRD) Program
- OSTI Identifier:
- 1960477
- Alternate Identifier(s):
- OSTI ID: 1916498
- Report Number(s):
- LLNL-JRNL-838972
Journal ID: ISSN 0008-6223; 1059615
- Grant/Contract Number:
- AC52-07NA27344; 20-ERD-019
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Carbon
- Additional Journal Information:
- Journal Volume: 205; Journal ID: ISSN 0008-6223
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE; 25 ENERGY STORAGE; supercapacitor; additive manufacturing; graphene; electrode; topology optimization; energy storage
Citation Formats
Reale Batista, Mariana Desireé, Chandrasekaran, Swetha, Moran, Bryan D., Salazar de Troya, Miguel, Pinongcos, Anica, Wang, Zhen, Hensleigh, Ryan, Carleton, Adam, Zeng, Manhao, Roy, Thomas, Lin, Dun, Xue, Xinzhe, Beck, Victor A., Tortorelli, Daniel A., Stadermann, Michael, Zheng, Rayne, Li, Yat, and Worsley, Marcus A. Design and additive manufacturing of optimized electrodes for energy storage applications. United States: N. p., 2023.
Web. doi:10.1016/j.carbon.2023.01.044.
Reale Batista, Mariana Desireé, Chandrasekaran, Swetha, Moran, Bryan D., Salazar de Troya, Miguel, Pinongcos, Anica, Wang, Zhen, Hensleigh, Ryan, Carleton, Adam, Zeng, Manhao, Roy, Thomas, Lin, Dun, Xue, Xinzhe, Beck, Victor A., Tortorelli, Daniel A., Stadermann, Michael, Zheng, Rayne, Li, Yat, & Worsley, Marcus A. Design and additive manufacturing of optimized electrodes for energy storage applications. United States. https://doi.org/10.1016/j.carbon.2023.01.044
Reale Batista, Mariana Desireé, Chandrasekaran, Swetha, Moran, Bryan D., Salazar de Troya, Miguel, Pinongcos, Anica, Wang, Zhen, Hensleigh, Ryan, Carleton, Adam, Zeng, Manhao, Roy, Thomas, Lin, Dun, Xue, Xinzhe, Beck, Victor A., Tortorelli, Daniel A., Stadermann, Michael, Zheng, Rayne, Li, Yat, and Worsley, Marcus A. Sat .
"Design and additive manufacturing of optimized electrodes for energy storage applications". United States. https://doi.org/10.1016/j.carbon.2023.01.044. https://www.osti.gov/servlets/purl/1960477.
@article{osti_1960477,
title = {Design and additive manufacturing of optimized electrodes for energy storage applications},
author = {Reale Batista, Mariana Desireé and Chandrasekaran, Swetha and Moran, Bryan D. and Salazar de Troya, Miguel and Pinongcos, Anica and Wang, Zhen and Hensleigh, Ryan and Carleton, Adam and Zeng, Manhao and Roy, Thomas and Lin, Dun and Xue, Xinzhe and Beck, Victor A. and Tortorelli, Daniel A. and Stadermann, Michael and Zheng, Rayne and Li, Yat and Worsley, Marcus A.},
abstractNote = {Supercapacitors exhibit fast charging/discharging ability and have attracted considerable attention within the automotive, aerospace, and telecommunication industries. Porous carbons, prized for their high electrical conductivity and high surface area, have been attractive candidates for supercapacitor electrodes. Moving to thick electrodes is one strategy to further increase energy density due to a higher volume fraction of active material. However, thick electrodes suffer from sluggish charged species transport, which is why thin electrodes are currently favored. In this work, we investigate the use of computational optimization and additive manufacturing to design and fabricate thick porous electrodes with improved performance. Electrode performance was maximized by designing their morphologies via topology optimization and printing by projection micro stereolithography (PμSL) using commercial resin (PR48). The PR48 resin was then pyrolyzed (PR48-P) to create the final conductive electrode. The optimized PR48-P electrodes exhibited 99% improvement in capacitance compared to control electrodes printed with cubic lattice morphologies. To further improve performance, we formulated a resin combining graphene oxide (GO) and trimethylolpropane triacrylate (TMPTA). Electrodes printed with 3 wt% GO in TMPTA exhibited improved capacitance retention after pyrolysis compared to the PR48-P electrodes. Finally, this work demonstrates the benefits of using topology optimization to design electrodes and material development to improve functional properties of 3D printable electrodes.},
doi = {10.1016/j.carbon.2023.01.044},
journal = {Carbon},
number = ,
volume = 205,
place = {United States},
year = {Sat Jan 21 00:00:00 EST 2023},
month = {Sat Jan 21 00:00:00 EST 2023}
}
Works referenced in this record:
Direct ink writing of organic and carbon aerogels
journal, January 2018
- Chandrasekaran, Swetha; Yao, Bin; Liu, Tianyu
- Materials Horizons, Vol. 5, Issue 6
Optimal Porosity Distribution for Minimized Ohmic Drop across a Porous Electrode
journal, January 2010
- Ramadesigan, Venkatasailanathan; Methekar, Ravi N.; Latinwo, Folarin
- Journal of The Electrochemical Society, Vol. 157, Issue 12
Topology Optimization of 3D Flow Fields for Flow Batteries
journal, May 2022
- Lin, Tiras Y.; Baker, Sarah E.; Duoss, Eric B.
- Journal of The Electrochemical Society, Vol. 169, Issue 5
Ultrahigh volumetric capacitance and cyclic stability of fluorine and nitrogen co-doped carbon microspheres
journal, September 2015
- Zhou, Junshuang; Lian, Jie; Hou, Li
- Nature Communications, Vol. 6, Issue 1
A Review of Supercapacitors: Materials Design, Modification, and Applications
journal, November 2021
- Yaseen, Muhammad; Khattak, Muhammad Arif Khan; Humayun, Muhammad
- Energies, Vol. 14, Issue 22
Topology optimization approaches: A comparative review
journal, August 2013
- Sigmund, Ole; Maute, Kurt
- Structural and Multidisciplinary Optimization, Vol. 48, Issue 6
Supercapacitor Devices Based on Graphene Materials
journal, July 2009
- Wang, Yan; Shi, Zhiqiang; Huang, Yi
- The Journal of Physical Chemistry C, Vol. 113, Issue 30
Self-discharge of a hybrid supercapacitor with incorporated galvanic cell components
journal, September 2018
- Wang, Y.; Qiao, X.; Zhang, C.
- Energy, Vol. 159
A 2D model for shape optimization of solid oxide fuel cell cathodes
journal, September 2012
- Song, X.; Diaz, A. R.; Benard, A.
- Structural and Multidisciplinary Optimization, Vol. 47, Issue 3
Graphene for supercapacitor applications
journal, January 2013
- Tan, Yu Bin; Lee, Jong-Min
- Journal of Materials Chemistry A, Vol. 1, Issue 47
Micro 3D Printing of a Temperature-Responsive Hydrogel Using Projection Micro-Stereolithography
journal, January 2018
- Han, Daehoon; Lu, Zhaocheng; Chester, Shawn A.
- Scientific Reports, Vol. 8, Issue 1
Printing Porous Carbon Aerogels for Low Temperature Supercapacitors
journal, March 2021
- Yao, Bin; Peng, Huarong; Zhang, Haozhe
- Nano Letters, Vol. 21, Issue 9
Battery-Supercapacitor Hybrid Devices: Recent Progress and Future Prospects
journal, February 2017
- Zuo, Wenhua; Li, Ruizhi; Zhou, Cheng
- Advanced Science, Vol. 4, Issue 7
Filters in topology optimization based on Helmholtz-type differential equations
journal, December 2010
- Lazarov, B. S.; Sigmund, O.
- International Journal for Numerical Methods in Engineering, Vol. 86, Issue 6
Evolution of Glassy Carbon Microstructure: In Situ Transmission Electron Microscopy of the Pyrolysis Process
journal, November 2018
- Sharma, Swati; Shyam Kumar, C. N.; Korvink, Jan G.
- Scientific Reports, Vol. 8, Issue 1
Energy Storage in Supercapacitors: Focus on Tannin-Derived Carbon Electrodes
journal, July 2020
- Castro-Gutiérrez, Jimena; Celzard, Alain; Fierro, Vanessa
- Frontiers in Materials, Vol. 7
Enhanced Capacitance of Hybrid Layered Graphene/Nickel Nanocomposite for Supercapacitors
journal, August 2016
- Mohd Zaid, Norsaadatul Akmal; Idris, Nurul Hayati
- Scientific Reports, Vol. 6, Issue 1
A design optimization methodology for Li+ batteries
journal, May 2014
- Golmon, Stephanie; Maute, Kurt; Dunn, Martin L.
- Journal of Power Sources, Vol. 253
Designing the 3D-microbattery geometry using the level-set method
journal, December 2013
- Zadin, Vahur; Brandell, Daniel; Kasemägi, Heiki
- Journal of Power Sources, Vol. 244
Topology optimization for the design of flow fields in a redox flow battery
journal, July 2017
- Yaji, Kentaro; Yamasaki, Shintaro; Tsushima, Shohji
- Structural and Multidisciplinary Optimization, Vol. 57, Issue 2
Recent progress in carbon-based materials for supercapacitor electrodes: a review
journal, August 2020
- Wang, Yifan; Zhang, Lin; Hou, Haoqing
- Journal of Materials Science, Vol. 56, Issue 1
A review about the engineering design of optimal heat transfer systems using topology optimization
journal, February 2017
- Dbouk, T.
- Applied Thermal Engineering, Vol. 112
Topology optimization as a powerful tool to design advanced PEMFCs flow fields
journal, June 2019
- Behrou, Reza; Pizzolato, Alberto; Forner-Cuenca, Antoni
- International Journal of Heat and Mass Transfer, Vol. 135
Studies and characterisations of various activated carbons used for carbon/carbon supercapacitors
journal, October 2001
- Gamby, J.; Taberna, P. L.; Simon, P.
- Journal of Power Sources, Vol. 101, Issue 1
Graphene-Based Supercapacitor with an Ultrahigh Energy Density
journal, December 2010
- Liu, Chenguang; Yu, Zhenning; Neff, David
- Nano Letters, Vol. 10, Issue 12
Carbon aerogels with integrated engineered macroporous architectures for improved mass transport
journal, July 2021
- Chandrasekaran, Swetha; Forien, Jean-Baptiste; Campbell, Patrick G.
- Carbon, Vol. 179
Topology optimization for the design of porous electrodes
journal, May 2022
- Roy, Thomas; Salazar de Troya, Miguel A.; Worsley, Marcus A.
- Structural and Multidisciplinary Optimization, Vol. 65, Issue 6
Temperature-independent capacitance of carbon-based supercapacitor from −100 to 60 °C
journal, November 2019
- Xu, Jiang; Yuan, Ningyi; Razal, Joselito M.
- Energy Storage Materials, Vol. 22
Carbon Nanotubes for Supercapacitor
journal, January 2010
- Pan, Hui; Li, Jianyi; Feng, Yuan Ping
- Nanoscale Research Letters, Vol. 5, Issue 3
Additive Manufacturing of Electrochemical Energy Storage Systems Electrodes
journal, March 2021
- Soares, Davi Marcelo; Ren, Zhongkan; Mujib, Shakir Bin
- Advanced Energy and Sustainability Research, Vol. 2, Issue 5
Photosensitive naturally derived resins toward optical 3-D printing
journal, April 2018
- Skliutas, Edvinas; Kasetaite, Sigita; Jonušauskas, Linas
- Optical Engineering, Vol. 57, Issue 04
Projection micro stereolithography based 3D printing and its applications
journal, June 2020
- Ge, Qi; Li, Zhiqin; Wang, Zhaolong
- International Journal of Extreme Manufacturing, Vol. 2, Issue 2
Supercapacitor electrodes from multiwalled carbon nanotubes
journal, October 2000
- Frackowiak, E.; Metenier, K.; Bertagna, V.
- Applied Physics Letters, Vol. 77, Issue 15
Efficient 3D Printed Pseudocapacitive Electrodes with Ultrahigh MnO2 Loading
journal, February 2019
- Yao, Bin; Chandrasekaran, Swetha; Zhang, Jing
- Joule, Vol. 3, Issue 2
Recent trends in graphene supercapacitors: from large area to microsupercapacitors
journal, January 2021
- Velasco, Andres; Ryu, Yu Kyoung; Boscá, Alberto
- Sustainable Energy & Fuels, Vol. 5, Issue 5
Graphene-based materials for supercapacitor electrodes – A review
journal, March 2016
- Ke, Qingqing; Wang, John
- Journal of Materiomics, Vol. 2, Issue 1
dolfin-adjoint 2018.1: automated adjoints for FEniCS and Firedrake
journal, June 2019
- Mitusch, Sebastian; Funke, Simon; Dokken, Jørgen
- Journal of Open Source Software, Vol. 4, Issue 38
High-performance supercapacitors based on the carbon nanotubes, graphene and graphite nanoparticles electrodes
journal, November 2018
- Aval, L. Fekri; Ghoranneviss, M.; Pour, G. Behzadi
- Heliyon, Vol. 4, Issue 11
A compact LED-based projection microstereolithography for producing 3D microstructures
journal, December 2019
- Behroodi, Ebrahim; Latifi, Hamid; Najafi, Farhood
- Scientific Reports, Vol. 9, Issue 1
3D Printed Supercapacitors toward Trinity Excellence in Kinetics, Energy Density, and Flexibility
journal, February 2021
- Kang, Wenbin; Zeng, Li; Ling, Shangwen
- Advanced Energy Materials, Vol. 11, Issue 12
Optimal shape design as a material distribution problem
journal, December 1989
- Bendsøe, M. P.
- Structural Optimization, Vol. 1, Issue 4
Power generation enhancement of solid oxide fuel cell by cathode–electrolyte interface modification in mesoscale assisted by level set-based optimization calculation
journal, April 2011
- Iwai, Hiroshi; Kuroyanagi, Atsushi; Saito, Motohiro
- Journal of Power Sources, Vol. 196, Issue 7
Computational design of flow fields for vanadium redox flow batteries via topology optimization
journal, December 2019
- Chen, Chih-Hsiang; Yaji, Kentaro; Yamasaki, Shintaro
- Journal of Energy Storage, Vol. 26
Additive manufacturing of complex micro-architected graphene aerogels
journal, January 2018
- Hensleigh, Ryan M.; Cui, Huachen; Oakdale, James S.
- Materials Horizons, Vol. 5, Issue 6
Multiscale design optimization of lithium ion batteries using adjoint sensitivity analysis: MULTISCALE DESIGN OPTIMIZATION OF LITHIUM ION BATTERIES
journal, June 2012
- Golmon, Stephanie; Maute, Kurt; Dunn, Martin L.
- International Journal for Numerical Methods in Engineering, Vol. 92, Issue 5
An alternative interpolation scheme for minimum compliance topology optimization
journal, September 2001
- Stolpe, M.; Svanberg, K.
- Structural and Multidisciplinary Optimization, Vol. 22, Issue 2
Computational design of microarchitected porous electrodes for redox flow batteries
journal, November 2021
- Beck, Victor A.; Wong, Jonathan J.; Jekel, Charles F.
- Journal of Power Sources, Vol. 512
Synthesis of Graphene Aerogel with High Electrical Conductivity
journal, October 2010
- Worsley, Marcus A.; Pauzauskie, Peter J.; Olson, Tammy Y.
- Journal of the American Chemical Society, Vol. 132, Issue 40, p. 14067-14069
The method of moving asymptotes—a new method for structural optimization
journal, February 1987
- Svanberg, Krister
- International Journal for Numerical Methods in Engineering, Vol. 24, Issue 2
Aqueous Inks of Pristine Graphene for 3D Printed Microsupercapacitors with High Capacitance
journal, September 2021
- Tagliaferri, Stefano; Nagaraju, Goli; Panagiotopoulos, Apostolos
- ACS Nano, Vol. 15, Issue 9
Supercapacitor carbon electrodes with high capacitance
journal, October 2013
- Volfkovich, Y. M.; Bograchev, D. A.; Mikhalin, A. A.
- Journal of Solid State Electrochemistry, Vol. 18, Issue 5
3D printed carbon aerogel microlattices for customizable supercapacitors with high areal capacitance
journal, January 2021
- Yuan, Shijia; Fan, Wei; Wang, Dong
- Journal of Materials Chemistry A, Vol. 9, Issue 1
A Bio-Based Resin for a Multi-Scale Optical 3D Printing
journal, June 2020
- Skliutas, Edvinas; Lebedevaite, Migle; Kasetaite, Sigita
- Scientific Reports, Vol. 10, Issue 1
A Review of Topology Optimisation for Fluid-Based Problems
journal, March 2020
- Alexandersen, Joe; Andreasen, Casper Schousboe
- Fluids, Vol. 5, Issue 1