The Availability of Suitable Datasets for the LCA Analysis of Chemical Substances

The practicality of adopting Life Cycle Assessment to support decision-making can be limited by the resource-intensive nature of data collection and Life Cycle Inventory modelling. The number of chemical products increases continuously, and long-term analyses show that overall growth of chemicals production and demand as well as faster growth in emerging regions is a behaviour that is expected to continue in the future. Regrettably, chemical inventories are typically among the most challenging to model because of the lack of available data and the large number of material and energy flows. This explains why it is so important for the Life Cycle Assessment community to have effective methods to implement life cycle inventories of chemicals available. This chapter deals with the issues of Life Cycle Inventory analysis for chemical processes and the related lack of data concerning inventories of basic and fine chemicals substances. The overall aim of the chapter is to illustrate the different possibilities/approaches that the scientific Life Cycle Assessment community has developed in order to overcome such a lack of data concerning the inventories of a specific (basic and/or fine) chemical substance both for input and output flows. Their main advantages and drawbacks are identified and discussed briefly.

[1]  Sangwon Suh,et al.  Developing a sectoral environmental database for input-output analysis: the comprehensive environmental data archive of the US , 2005 .

[2]  Eric Williams,et al.  Life cycle water use of low-carbon transport fuels , 2010 .

[3]  Stefanie Hellweg,et al.  Molecular-structure-based models of chemical inventories using neural networks. , 2008, Environmental science & technology.

[4]  Ivan Muñoz,et al.  A model and tool to calculate life cycle inventories of chemicals discharged down the drain , 2017, The International Journal of Life Cycle Assessment.

[5]  Hans-Jürgen Dr. Klüppel,et al.  The Revision of ISO Standards 14040-3 - ISO 14040: Environmental management – Life cycle assessment – Principles and framework - ISO 14044: Environmental management – Life cycle assessment – Requirements and guidelines , 2005 .

[6]  Matthew J. Eckelman,et al.  Comparative Evaluation of Chemical Life Cycle Inventory Generation Methods and Implications for Life Cycle Assessment Results , 2019, ACS Sustainable Chemistry & Engineering.

[7]  Kirana Chomkhamsri,et al.  10-year experience with the Thai national LCI database: case study of “refinery products” , 2017, The International Journal of Life Cycle Assessment.

[8]  Sangwon Suh,et al.  A mixed-unit input-output model for environmental life-cycle assessment and material flow analysis. , 2007, Environmental science & technology.

[9]  Sala Serenella,et al.  Environmental Footprint: Update of Life Cycle Impact Assessment methods – Ecotoxicity freshwater, human toxicity cancer, and non-cancer , 2018 .

[10]  Monia Niero,et al.  Review of LCA studies of solid waste management systems--part I: lessons learned and perspectives. , 2014, Waste management.

[11]  Bart Van der Bruggen,et al.  Guidelines based on life cycle assessment for solvent selection during the process design and evaluation of treatment alternatives , 2014 .

[12]  David E. Meyer,et al.  Toward Automated Inventory Modeling in Life Cycle Assessment: The Utility of Semantic Data Modeling to Predict Real-World Chemical Production. , 2017, ACS sustainable chemistry & engineering.

[13]  Sverker Molander,et al.  Prospective Life Cycle Assessment of Epitaxial Graphene Production at Different Manufacturing Scales and Maturity , 2017 .

[14]  Fengqi You,et al.  Integrating Hybrid Life Cycle Assessment with Multiobjective Optimization: A Modeling Framework. , 2016, Environmental science & technology.

[15]  Sangwon Suh,et al.  Rapid Life-Cycle Impact Screening Using Artificial Neural Networks. , 2017, Environmental science & technology.

[16]  Changqi Liu,et al.  Total environmental impacts of biofuels from corn stover using a hybrid life cycle assessment model combining process life cycle assessment and economic input–output life cycle assessment , 2018, Integrated environmental assessment and management.

[17]  Gjalt Huppes,et al.  Methods for Life Cycle Inventory of a product , 2005 .

[18]  S. Joshi Product Environmental Life‐Cycle Assessment Using Input‐Output Techniques , 1999 .

[19]  Murat Kucukvar,et al.  Comparative sustainability assessment of warm-mix asphalts: A thermodynamic based hybrid life cycle analysis , 2012 .

[20]  Chris Davis,et al.  Semantic catalogs for life cycle assessment data , 2016 .

[21]  Fernando V. Lima,et al.  A process systems framework for rapid generation of life cycle inventories for pollution control and sustainability evaluation , 2018, Clean Technologies and Environmental Policy.

[22]  Jalel Sager,et al.  Energy Consumption and Energy-Related CO2 Emissions from China’s Petrochemical Industry Based on an Environmental Input-Output Life Cycle Assessment , 2017 .

[23]  Mary Ann Curran,et al.  Sourcing Life Cycle Inventory Data , 2012 .

[24]  G Stix,et al.  The mice that warred. , 2001, Scientific American.

[25]  Arpad Horvath,et al.  Greenhouse Gas Emissions from the Construction, Manufacturing, Operation, and Maintenance of U.S. Distribution Infrastructure for Petroleum and Biofuels , 2013 .

[26]  W. M. Griffin,et al.  Hybrid Input‐Output Life Cycle Assessment of First‐ and Second‐Generation Ethanol Production Technologies in Brazil , 2016 .

[27]  C. Hendrickson,et al.  Using input-output analysis to estimate economy-wide discharges , 1995 .

[28]  Antonio Franco,et al.  Evolution of the sewage treatment plant model SimpleTreat: Use of realistic biodegradability tests in probabilistic model simulations , 2013, Integrated environmental assessment and management.

[29]  Liang Yang,et al.  Analysis of Power Loss and Improved Simulation Method of a High Frequency Dual-Buck Full-Bridge Inverter , 2017 .

[30]  Matthias Finkbeiner,et al.  The implementation of organizational LCA to internally manage the environmental impacts of a broad product portfolio: an example for a cosmetics, fragrances, and toiletry provider , 2018, The International Journal of Life Cycle Assessment.

[31]  J. Holmes,et al.  Group additivity values for estimating the enthalpy of formation of organic compounds: an update and reappraisal. 2. C, H, N, O, S, and halogens. , 2012, The journal of physical chemistry. A.

[32]  Bruce Vigon,et al.  Global guidance principles for life cycle assessment databases: development of training material and other implementation activities on the publication , 2013, The International Journal of Life Cycle Assessment.

[33]  W. Leontief Quantitative Input and Output Relations in the Economic Systems of the United States , 1936 .

[34]  Debalina Sengupta,et al.  Using national inventories for estimating environmental impacts of products from industrial sectors: a case study of ethanol and gasoline , 2015, The International Journal of Life Cycle Assessment.

[35]  Heikki Mannila,et al.  Principles of Data Mining , 2001, Undergraduate Topics in Computer Science.

[36]  Hsien Hui Khoo,et al.  LCI data selection criteria for a multidisciplinary research team: LCA applied to solvents and chemicals , 2018, Sustainable Production and Consumption.

[37]  Gjalt Huppes,et al.  System boundary selection in life-cycle inventories using hybrid approaches. , 2004, Environmental science & technology.

[38]  Joyce Smith Cooper,et al.  Big Data in Life Cycle Assessment , 2013 .

[39]  Stefanie Hellweg,et al.  Scaling Relationships in Life Cycle Assessment , 2014 .

[40]  Gjalt Huppes,et al.  Missing inventory estimation tool using extended input-output analysis , 2002 .

[41]  Ben Amor,et al.  Proposal of a framework for scale‐up life cycle inventory: A case of nanofibers for lithium iron phosphate cathode applications , 2016, Integrated environmental assessment and management.

[42]  Stefanie Hellweg,et al.  Life Cycle Inventory for Use of Waste Solvent as Fuel Substitute in the Cement Industry - A Multi-Input Allocation Model (11 pp) , 2005 .

[43]  M. Savelski,et al.  LCA approach to the analysis of solvent waste issues in the pharmaceutical industry , 2010 .

[44]  Huajiang Huang,et al.  A review of separation technologies in current and future biorefineries , 2008 .

[45]  Michael R. Overcash,et al.  Methodology for developing gate-to-gate Life cycle inventory information , 2000 .

[46]  Shivani Dnyaneshwar Nagpure,et al.  Analysis of Big Data , 2018 .

[47]  Troy R. Hawkins,et al.  Hybrid Framework for Managing Uncertainty in Life Cycle Inventories , 2009 .

[48]  Hon Loong Lam,et al.  Review on life cycle inventory: methods, examples and applications , 2016 .

[49]  Alessandro Tugnoli,et al.  Integrating Life Cycle Inventory and Process Design Techniques for the Early Estimate of Energy and Material Consumption Data , 2018 .

[50]  Paul N. Sharratt,et al.  Bridging the Gap from Pilot Plant Experimental Records to Life Cycle Inventory , 2017 .

[51]  Konrad Hungerbühler,et al.  Life cycle inventory for thermal treatment of waste solvent from chemical industry: a multi-input allocation model , 2005 .

[52]  Manfred Lenzen,et al.  Hybrid input–output life cycle assessment of warm mix asphalt mixtures , 2015 .

[53]  Michael A. Gonzalez,et al.  Coupling Computer-Aided Process Simulation and Estimations of Emissions and Land Use for Rapid Life Cycle Inventory Modeling. , 2017, ACS sustainable chemistry & engineering.

[54]  Michael D. Short,et al.  A hybrid life cycle assessment of water treatment chemicals: an Australian experience , 2013, The International Journal of Life Cycle Assessment.

[55]  Ocspp Us Epa About the TSCA Chemical Substance Inventory , 2014 .

[56]  M. W. Chase NIST-JANAF thermochemical tables , 1998 .

[57]  Roland Hischier,et al.  Early-Stage Sustainability Evaluation of Nanoscale Cathode Materials for Lithium Ion Batteries. , 2018, ChemSusChem.

[58]  Matthias Fischer,et al.  Effects on Life Cycle Assessment — Scale Up of Processes , 2007 .

[59]  Concepción Jiménez-González,et al.  The evolution of life cycle assessment in pharmaceutical and chemical applications – a perspective , 2014 .

[60]  Michael A. Gonzalez,et al.  Mining Available Data from the United States Environmental Protection Agency to Support Rapid Life Cycle Inventory Modeling of Chemical Manufacturing. , 2016, Environmental science & technology.

[61]  Stefanie Hellweg,et al.  Environmental Assessment of Waste‐Solvent Treatment Options , 2007 .

[62]  Stefanie Hellweg,et al.  Input-dependent life-cycle inventory model of industrial wastewater-treatment processes in the chemical sector. , 2007, Environmental science & technology.

[63]  John W. Sutherland,et al.  LCA-oriented semantic representation for the product life cycle , 2015 .

[64]  Michael A. Gonzalez,et al.  Purpose-Driven Reconciliation of Approaches to Estimate Chemical Releases. , 2018, ACS sustainable chemistry & engineering.

[65]  Gregor Wernet,et al.  The ecoinvent database version 3 (part I): overview and methodology , 2016, The International Journal of Life Cycle Assessment.

[66]  Arpad Horvath,et al.  Economic Input–Output Models for Environmental Life-Cycle Assessment , 1998 .

[67]  Giacomo Antonioni,et al.  Sustainability analysis of dry treatment technologies for acid gas removal in waste-to-energy plants , 2017 .

[68]  James R. Mihelcic,et al.  Integrating economic input–output life cycle assessment with risk assessment for a screening-level analysis , 2008 .

[69]  M. Huijbregts,et al.  USES-LCA 2.0—a global nested multi-media fate, exposure, and effects model , 2009 .

[70]  G. Treloar Extracting Embodied Energy Paths from Input–Output Tables: Towards an Input–Output-based Hybrid Energy Analysis Method , 1997 .

[71]  Yasunori Kikuchi,et al.  Challenges for Model-Based Life Cycle Inventories and Impact Assessment in Early to Basic Process Design Stages , 2016 .

[72]  Sangwon Suh,et al.  The Role of Scale and Technology Maturity in Life Cycle Assessment of Emerging Technologies: A Case Study on Carbon Nanotubes , 2015 .

[73]  Stavros Papadokonstantakis,et al.  Environmental and economical perspectives of a glycerol biorefinery , 2018 .

[74]  Gary Moore,et al.  A new data architecture for advancing life cycle assessment , 2015, The International Journal of Life Cycle Assessment.

[75]  Stefanie Hellweg,et al.  Establishing Life Cycle Inventories of Chemicals Based on Differing Data Availability (9 pp) , 2005 .

[76]  Yuichi Moriguchi,et al.  ANALYSING THE LIFE CYCLE IMPACTS OF CARS: THE CASE OF CO2 , 1993 .

[77]  Stefanie Hellweg,et al.  Life-cycle inventory of waste solvent distillation: statistical analysis of empirical data. , 2005, Environmental science & technology.

[78]  W. Leontief Environmental Repercussions and the Economic Structure: An Input-Output Approach , 1970 .

[79]  Morten Birkved,et al.  WW LCI v2: A second-generation life cycle inventory model for chemicals discharged to wastewater systems. , 2017, The Science of the total environment.

[80]  Marco Eissen,et al.  Mass Efficiency of Alkene Syntheses with Tri- and Tetrasubstituted Double Bonds , 2017 .

[81]  K. Hungerbühler,et al.  Bridging data gaps in environmental assessments: Modeling impacts of fine and basic chemical production , 2009 .

[82]  Adisa Azapagica,et al.  Allocation of Environmental Burdens in Multiple-function Systems , 1999 .

[83]  Stefan Seeger,et al.  From laboratory to industrial scale: a scale-up framework for chemical processes in life cycle assessment studies , 2016 .