DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Multi-Defect Detection in Additively Manufactured Lattice Structures Using 3D Electrical Resistance Tomography

Abstract

Cellular lattice structures possess high strength-to-weight ratios suitable for advanced lightweight engineering applications. However, their quality and mechanical performance can degrade because of defects introduced during manufacturing or in-service. Their complexity and small length scale features make defects difficult to detect using conventional nondestructive evaluation methods. Here we propose a current injection-based method, electrical resistance tomography (ERT), that can be used to detect damaged struts in conductive cellular lattice structures with their intrinsic electromechanical properties. The reconstructed conductivity distributions from ERT can reveal the severity and location of damaged struts without having to probe each strut. However, the low central sensitivity of ERT may result in image artifacts and inaccurate localization of damaged struts. To address this issue, this study introduces an absolute, high throughput, conductivity reconstruction algorithm for 3D ERT. The algorithm incorporates a strut-based normalized sensitivity map to compensate for lower interior sensitivity and suppresses reconstruction artifacts. Numerical simulations and experiments on fabricated representative cellular lattice structures were performed to verify the ability of ERT to quantitatively identify single and multiple damaged struts. The improved performance of this method compared with classical ERT was observed, based on greatly decreased imaging and reconstructed value errors.

Authors:
ORCiD logo; ; ; ; ; ; ORCiD logo
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:
1900084
Alternate Identifier(s):
OSTI ID: 2229611
Report Number(s):
LLNL-JRNL-826498
Journal ID: ISSN 1424-8220; SENSC9; PII: s22239167
Grant/Contract Number:  
AC52-07NA27344; 19-ENG-008; LLNL-JRNL-826498
Resource Type:
Published Article
Journal Name:
Sensors
Additional Journal Information:
Journal Name: Sensors Journal Volume: 22 Journal Issue: 23; Journal ID: ISSN 1424-8220
Publisher:
MDPI AG
Country of Publication:
Switzerland
Language:
English
Subject:
42 ENGINEERING; 36 MATERIALS SCIENCE; 3D printing; absolute imaging; damage identification; ERT; nondestructive evaluation; sensitivity matrix

Citation Formats

Shu, Yening, Mukherjee, Saptarshi, Chang, Tammy, Gilmore, Abigail, Tringe, Joseph W., Stobbe, David M., and Loh, Kenneth J. Multi-Defect Detection in Additively Manufactured Lattice Structures Using 3D Electrical Resistance Tomography. Switzerland: N. p., 2022. Web. doi:10.3390/s22239167.
Shu, Yening, Mukherjee, Saptarshi, Chang, Tammy, Gilmore, Abigail, Tringe, Joseph W., Stobbe, David M., & Loh, Kenneth J. Multi-Defect Detection in Additively Manufactured Lattice Structures Using 3D Electrical Resistance Tomography. Switzerland. https://doi.org/10.3390/s22239167
Shu, Yening, Mukherjee, Saptarshi, Chang, Tammy, Gilmore, Abigail, Tringe, Joseph W., Stobbe, David M., and Loh, Kenneth J. Fri . "Multi-Defect Detection in Additively Manufactured Lattice Structures Using 3D Electrical Resistance Tomography". Switzerland. https://doi.org/10.3390/s22239167.
@article{osti_1900084,
title = {Multi-Defect Detection in Additively Manufactured Lattice Structures Using 3D Electrical Resistance Tomography},
author = {Shu, Yening and Mukherjee, Saptarshi and Chang, Tammy and Gilmore, Abigail and Tringe, Joseph W. and Stobbe, David M. and Loh, Kenneth J.},
abstractNote = {Cellular lattice structures possess high strength-to-weight ratios suitable for advanced lightweight engineering applications. However, their quality and mechanical performance can degrade because of defects introduced during manufacturing or in-service. Their complexity and small length scale features make defects difficult to detect using conventional nondestructive evaluation methods. Here we propose a current injection-based method, electrical resistance tomography (ERT), that can be used to detect damaged struts in conductive cellular lattice structures with their intrinsic electromechanical properties. The reconstructed conductivity distributions from ERT can reveal the severity and location of damaged struts without having to probe each strut. However, the low central sensitivity of ERT may result in image artifacts and inaccurate localization of damaged struts. To address this issue, this study introduces an absolute, high throughput, conductivity reconstruction algorithm for 3D ERT. The algorithm incorporates a strut-based normalized sensitivity map to compensate for lower interior sensitivity and suppresses reconstruction artifacts. Numerical simulations and experiments on fabricated representative cellular lattice structures were performed to verify the ability of ERT to quantitatively identify single and multiple damaged struts. The improved performance of this method compared with classical ERT was observed, based on greatly decreased imaging and reconstructed value errors.},
doi = {10.3390/s22239167},
journal = {Sensors},
number = 23,
volume = 22,
place = {Switzerland},
year = {Fri Nov 25 00:00:00 EST 2022},
month = {Fri Nov 25 00:00:00 EST 2022}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.3390/s22239167

Save / Share:

Works referenced in this record:

Damage identification in carbon fiber reinforced polymer plates using electrical resistance tomography mapping
journal, October 2012

  • Baltopoulos, Athanasios; Polydorides, Nick; Pambaguian, Laurent
  • Journal of Composite Materials, Vol. 47, Issue 26
  • DOI: 10.1177/0021998312464079

Electrode configurations for improved spatial resolution in electrical impedance tomography
journal, November 2002


Interlocking orthogrid: An efficient way to construct lightweight lattice-core sandwich composite structure
journal, September 2017


On the deformation of aluminum lattice block structures: from struts to structures
journal, August 2004


Electrical impedance tomography (EIT): a review
journal, January 2003


Electrical impedance tomography-based sensing skin for quantitative imaging of damage in concrete
journal, June 2014


Electrical impedance tomography with basis constraints
journal, April 1997


Laser Powder Bed Fusion of Ti-rich TiNi lattice structures: Process optimisation, geometrical integrity, and phase transformations
journal, June 2019


Tikhonov regularization and prior information in electrical impedance tomography
journal, April 1998

  • Vauhkonen, M.; Vadasz, D.; Karjalainen, P. A.
  • IEEE Transactions on Medical Imaging, Vol. 17, Issue 2
  • DOI: 10.1109/42.700740

Rapid Assembly of Multifunctional Thin Film Sensors for Wind Turbine Blade Monitoring
journal, July 2013


Encapsulated Copper Wire and Copper Mesh Capacitive Sensing for 3-D Printing Applications
journal, February 2015

  • Shemelya, Corey; Cedillos, Fernando; Aguilera, Efrian
  • IEEE Sensors Journal, Vol. 15, Issue 2
  • DOI: 10.1109/JSEN.2014.2356973

Advanced lightweight 316L stainless steel cellular lattice structures fabricated via selective laser melting
journal, March 2014


Spatial damage detection in electrically anisotropic fiber-reinforced composites using carbon nanotube networks
journal, May 2016


Self-sensing concrete enabled by nano-engineered cement-aggregate interfaces
journal, April 2016

  • Gupta, Sumit; Gonzalez, Jesus G.; Loh, Kenneth J.
  • Structural Health Monitoring, Vol. 16, Issue 3
  • DOI: 10.1177/1475921716643867

Influence of resolution on the X-ray CT-based measurements of metallic AM lattice structures
journal, May 2020


Damage Mitigation of a Steel Column Subjected to Automobile Collision Using a Honeycomb Panel
journal, February 2020


Mechanical performance of additively manufactured meta-biomaterials
journal, February 2019


An experimental and numerical study on the mechanical properties of carbon nanotube-latex thin films
journal, August 2016


Design, analysis and manufacturing of lattice structures: an overview
journal, December 2017


Titanium alloy lattice truss structures
journal, June 2009


X-ray computed tomography for additive manufacturing: a review
journal, June 2016


A method of computing the sensitivity of electromagnetic quantities to changes in materials and sources
journal, September 1994

  • Dyck, D. N.; Lowther, D. A.; Freeman, E. M.
  • IEEE Transactions on Magnetics, Vol. 30, Issue 5
  • DOI: 10.1109/20.312672

Spatial Sensing Using Electrical Impedance Tomography
journal, June 2013

  • Loyola, Bryan R.; Saponara, Valeria La; Loh, Kenneth J.
  • IEEE Sensors Journal, Vol. 13, Issue 6
  • DOI: 10.1109/JSEN.2013.2253456

A Robust Inclusion Boundary Reconstructor for Electrical Impedance Tomography With Geometric Constraints
journal, March 2019

  • Ren, Shangjie; Wang, Yu; Liang, Guanghui
  • IEEE Transactions on Instrumentation and Measurement, Vol. 68, Issue 3
  • DOI: 10.1109/TIM.2018.2853358

Comparison of aluminium sandwiches for lightweight ship structures: Honeycomb vs. foam
journal, January 2013


Damage detection in self-sensing composite tubes via electrical impedance tomography
journal, November 2019


Review on characterization and impacts of the lattice structure in additive manufacturing
journal, January 2020


Review of defects in lattice structures manufactured by powder bed fusion
journal, December 2019

  • Echeta, Ifeanyichukwu; Feng, Xiaobing; Dutton, Ben
  • The International Journal of Advanced Manufacturing Technology, Vol. 106, Issue 5-6
  • DOI: 10.1007/s00170-019-04753-4

Optimized Method for Electrical Impedance Tomography to Image Large Area Conductive Perturbation
journal, January 2019


Metal Sandwiches and Metal-Matrix-Composites Based on 3D Woven Wire Structures for Hybrid Lightweight Construction
journal, July 2014

  • Sennewald, Cornelia; Kaina, Steffen; Weck, Daniel
  • Advanced Engineering Materials, Vol. 16, Issue 10
  • DOI: 10.1002/adem.201400180

Noncontact Strain Monitoring of Osseointegrated Prostheses
journal, September 2018

  • Gupta, Sumit; Lee, Han-Joo; Loh, Kenneth
  • Sensors, Vol. 18, Issue 9
  • DOI: 10.3390/s18093015

Structural damage assessment in lattice towers based on a novel frequency domain-based correlation approach
journal, January 2021


Experimental and numerical investigation of compressive behavior of lattice structures manufactured through projection micro stereolithography
journal, December 2020


Direct Ink Writing of 3D Functional Materials
journal, November 2006


A Novel Methodology for Spatial Damage Detection and Imaging Using a Distributed Carbon Nanotube-Based Composite Sensor Combined with Electrical Impedance Tomography
journal, March 2016

  • Dai, Hongbo; Gallo, Gerard J.; Schumacher, Thomas
  • Journal of Nondestructive Evaluation, Vol. 35, Issue 2
  • DOI: 10.1007/s10921-016-0341-0