4.6 Review

A review of inventory modeling methods for missing data in life cycle assessment

Related references

Note: Only part of the references are listed.
Article Green & Sustainable Science & Technology

Futura: A new tool for transparent and shareable scenario analysis in prospective life cycle assessment

P. James Joyce et al.

Summary: The text discusses the differences between the future world and the current world, as well as the issue of using today's data to represent future scenarios in life cycle assessment (LCA) studies. It introduces Futura software, which allows LCA practitioners to create and share new background databases and recipes representing arbitrary scenarios.

JOURNAL OF INDUSTRIAL ECOLOGY (2022)

Article Biotechnology & Applied Microbiology

Isolation of lignin-containing cellulose nanocrystals: life-cycle environmental impacts and opportunities for improvement

Shiva Zargar et al.

Summary: This study evaluates the environmental impacts of producing LCNCs from TMP with DES pretreatment, showing that varying the input volume and reuse frequency of DES solutions can reduce environmental impact, with the greatest reduction achieved by reducing the input volume to 20% of its default value.

BIOFUELS BIOPRODUCTS & BIOREFINING-BIOFPR (2022)

Article Engineering, Environmental

Electrocatalysis for Chemical and Fuel Production: Investigating Climate Change Mitigation Potential and Economic Feasibility

Qingshi Tu et al.

Summary: Electrocatalysis in the production of platform chemicals like lactic acid has the potential to reduce greenhouse gas emissions and mitigate climate change, especially when combined with low-carbon electricity grids. This study also highlights the importance of addressing economic feasibility challenges through dual redox processing to simultaneously produce renewable chemicals and biofuels.

ENVIRONMENTAL SCIENCE & TECHNOLOGY (2021)

Review Agronomy

Applications of artificial intelligence-based modeling for bioenergy systems: A review

Mochen Liao et al.

Summary: AI has been increasingly applied in bioenergy systems to address challenges related to feedstock variability, conversion economics, and supply chain reliability. The review of 164 articles published between 2005 and 2019 shows that AI techniques have unique capabilities in predicting biomass properties, process performance of biomass conversion, biofuel properties, and supply chain modeling and optimization. The future research should focus on developing standardized procedures for selecting AI techniques, enhancing data sharing, and exploring the potential of AI to support sustainable development of bioenergy systems.

GLOBAL CHANGE BIOLOGY BIOENERGY (2021)

Article Green & Sustainable Science & Technology

A comprehensive set of global scenarios of housing, mobility, and material efficiency for material cycles and energy systems modeling

Tomer Fishman et al.

Summary: Scenario-based assessments are a valuable tool for exploring unknown futures and informing decision makers and the public about the potential consequences of different actions. Current developments in industrial ecology have mainly focused on specific components rather than comprehensive scenario formulation. Understanding empirically derived relationships between material cycles, services, and energy use is crucial for global scenario modeling in efforts such as integrated assessment models (IAMs).

JOURNAL OF INDUSTRIAL ECOLOGY (2021)

Article Engineering, Environmental

Estimation of Unit Process Data for Life Cycle Assessment Using a Decision Tree-Based Approach

Bu Zhao et al.

Summary: The study developed a machine learning model to estimate missing unit process data, which can complement primary LCI data, successfully classify zero and nonzero flows, and accurately estimate the values of nonzero flows.

ENVIRONMENTAL SCIENCE & TECHNOLOGY (2021)

Article Green & Sustainable Science & Technology

When the Background Matters: Using Scenarios from Integrated Assessment Models in Prospective Life Cycle Assessment

Angelica Mendoza Beltran et al.

JOURNAL OF INDUSTRIAL ECOLOGY (2020)

Article Engineering, Environmental

Selection of the most appropriate life cycle inventory dataset: new selection proxy methodology and case study application

Noa Meron et al.

INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT (2020)

Review Engineering, Environmental

Upscaling methods used in ex ante life cycle assessment of emerging technologies: a review

Natalya Tsoy et al.

INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT (2020)

Article Chemistry, Multidisciplinary

Application of Life Cycle Assessment and Machine Learning for High-Throughput Screening of Green Chemical Substitutes

Xinzhe Zhu et al.

ACS SUSTAINABLE CHEMISTRY & ENGINEERING (2020)

Article Green & Sustainable Science & Technology

Environmental impact comparison of typical and resource-efficient biomass fast pyrolysis systems based on LCA and Aspen Plus simulation

Duoduo Han et al.

JOURNAL OF CLEANER PRODUCTION (2019)

Article Chemistry, Multidisciplinary

Comparative Evaluation of Chemical Life Cycle Inventory Generation Methods and Implications for Life Cycle Assessment Results

Abhijeet G. Parvatker et al.

ACS SUSTAINABLE CHEMISTRY & ENGINEERING (2019)

Article Chemistry, Multidisciplinary

Purpose-Driven Reconciliation of Approaches to Estimate Chemical Releases

David E. Meyer et al.

ACS SUSTAINABLE CHEMISTRY & ENGINEERING (2019)

Article Chemistry, Multidisciplinary

Toward Automated Inventory Modeling in Life Cycle Assessment: The Utility of Semantic Data Modeling to Predict Real-World Chemical Production

Vinit K. Mittal et al.

ACS SUSTAINABLE CHEMISTRY & ENGINEERING (2018)

Article Engineering, Environmental

Estimating Missing Unit Process Data in Life Cycle Assessment Using a Similarity-Based Approach

Ping Hou et al.

ENVIRONMENTAL SCIENCE & TECHNOLOGY (2018)

Article Chemistry, Multidisciplinary

Gate-to-Gate Energy Consumption in Chemical Batch Plants: Statistical Models Based on Reaction Synthesis Type

Cecilia Pereira et al.

ACS SUSTAINABLE CHEMISTRY & ENGINEERING (2018)

Article Environmental Sciences

Long-term economic growth projections in the Shared Socioeconomic Pathways

Rob Dellink et al.

GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS (2017)

Article Environmental Sciences

The roads ahead: Narratives for shared socioeconomic pathways describing world futures in the 21st century

Brian C. O'Neill et al.

GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS (2017)

Article Environmental Sciences

The Shared Socioeconomic Pathways and their energy, land use, and greenhouse gas emissions implications: An overview

Keywan Riahi et al.

GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS (2017)

Article Green & Sustainable Science & Technology

Bridging LCA data gaps by use of process simulation for energy generation

Luis Fernando Morales-Mendoza et al.

CLEAN TECHNOLOGIES AND ENVIRONMENTAL POLICY (2017)

Article Chemistry, Physical

A novel methodology for assessing the environmental sustainability of ionic liquids used for CO2 capture

Rosa M. Cuellar-Franca et al.

FARADAY DISCUSSIONS (2016)

Article Chemistry, Physical

A novel methodology for assessing the environmental sustainability of ionic liquids used for CO2 capture

Rosa M. Cuellar-Franca et al.

FARADAY DISCUSSIONS (2016)

Article Chemistry, Multidisciplinary

Life Cycle Assessment of Catechols from Lignin Depolymerization

Mahdokht Montazeri et al.

ACS SUSTAINABLE CHEMISTRY & ENGINEERING (2016)

Article Engineering, Environmental

Empirically based uncertainty factors for the pedigree matrix in ecoinvent

Andreas Ciroth et al.

INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT (2016)

Article Environmental Sciences

A new scenario framework for climate change research: the concept of shared socioeconomic pathways

Brian C. O'Neill et al.

CLIMATIC CHANGE (2014)

Article Environmental Sciences

A scenario analysis of the life cycle greenhouse gas emissions of a new residential area

Antti Saynajoki et al.

ENVIRONMENTAL RESEARCH LETTERS (2012)

Article Engineering, Environmental

A tiered approach to estimate inventory data and impacts of chemical products and mixtures

Gregor Wernet et al.

INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT (2012)

Article Engineering, Environmental

Commentary on issues in data quality analysis in life cycle assessment

Joyce Smith Cooper et al.

INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT (2012)

Article Engineering, Environmental

Sensitivity coefficients for matrix-based LCA

Reinout Heijungs

INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT (2010)

Article Biotechnology & Applied Microbiology

Energy in chemical manufacturing processes: gate-to-gate information for life cycle assessment

S Kim et al.

JOURNAL OF CHEMICAL TECHNOLOGY AND BIOTECHNOLOGY (2003)

Article Engineering, Environmental

Framework for modelling data uncertainty in life cycle inventories

MAJ Huijbregts et al.

INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT (2001)