Index Catalog // Deep Blue Data

Laser Additive Manufacturing Process (LAMP) Model Decision Support Tool

Creator:: Liao, Jiankan, De Kleine, Robert, Kim, Hyung Chul, Luckey, George, Forsmark, Joy, Lee, Ellen C., and Cooper, Daniel R.
Description:: Laser Additive Manufacturing Process (LAMP) Model Decision Support Tool constructed in excel sheet to predict the environmental impact, cost and lead time associated with various manufacturing processes
Keyword:: Laser powder bed fusion, Die casting, Injection molding, Machining, Cradle-to-gate, and Life cycle assessment
Citation to related publication:: Jiankan Liao, Robert De Kleine, Hyung Chul Kim, George Luckey, Joy Forsmark, Ellen C. Lee, Daniel R. Cooper, Assessing the sustainability of laser powder bed fusion and traditional manufacturing processes using a parametric environmental impact model, Resources, Conservation and Recycling, Volume 198, 2023, 107138, https://doi.org/10.1016/j.resconrec.2023.107138.
Discipline:: Engineering

Creator:: Dong, Jiayuan, Liao, Jiankan, Huan, Xun, and Cooper, Daniel R.
Description:: We apply expert elicitation to assign informative prior to material flow analysis and conduct Bayesian inference for parameter and data noise learning.
Keyword:: Bayesian inference, Bayes factor, data noise, prior elicitation and aggregation, and uncertainty quantification
Citation to related publication:: Dong, Jiayuan, Jiankan Liao, Xun Huan, and Daniel Cooper. "Expert elicitation and data noise learning for material flow analysis using Bayesian inference." Journal of Industrial Ecology 27, no. 4 (2023): 1105-1122.
Discipline:: Engineering

Creator:: Liao, Jiankan, Deng, Sidi, Huan, Xun, and Cooper, Daniel R.
Description:: We apply Bayesian inference to reduce network structure uncertainty on material flow analysis (MFA) and demonstrate the methodology through a case study on U.S. steel flow. In addition, we derive an input/output-based analysis to conduct decision-making based on the uncertainty results from MFA
Keyword:: Bayesian inference, Network structure uncertainty, Bayesian model selection, and Input/output analysis
Citation to related publication:: Liao, Jiankan, Deng, Sidi, Xun Huan, and Daniel Cooper. "Bayesian Model Selection for Network Discrimination and Risk-informed Decision Making in Material Flow Analysis." arXiv preprint arXiv:2501.05556 (2025).
Discipline:: Engineering