Comparing Machine Learning Approaches for Predicting Spatially Explicit Life Cycle Global Warming and Eutrophication Impacts from Corn Production

Projecting life-cycle environmental impacts of corn production in the U.S. Midwest under future climate scenarios using a machine learning approach

(2020) Eun Kyung Lee et al.   SCIENCE OF THE TOTAL ENVIRONMENT

The impacts of data deviations between MRIO models on material footprints: A comparison of EXIOBASE, Eora, and ICIO

(2019) Stefan Giljum et al.   JOURNAL OF INDUSTRIAL ECOLOGY

Surrogate-based multi-objective optimization of management options for agricultural landscapes using artificial neural networks

(2019) Trung H. Nguyen et al.   ECOLOGICAL MODELLING

A Comparative Life Cycle Assessment of Crop Systems Irrigated with the Groundwater and Reclaimed Water in Northern China

(2019) Xiaobo Xue Romeiko   Sustainability

Extracting Knowledge from Big Data for Sustainability: A Comparison of Machine Learning Techniques

(2019) Raghu Garg et al.   Sustainability

Spatially and temporally explicit life cycle global warming, eutrophication, and acidification impacts from corn production in the U.S. Midwest

(2019) Eun Kyung Lee et al.   JOURNAL OF CLEANER PRODUCTION

A Comparison of Machine Learning Methods for the Prediction of Traffic Speed in Urban Places

(2019) Charalampos Bratsas et al.   Sustainability

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

(2018) Ping Hou et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Integration of artificial intelligence methods and life cycle assessment to predict energy output and environmental impacts of paddy production

(2018) Ashkan Nabavi-Pelesaraei et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A regional scale modeling framework combining biogeochemical model with life cycle and economic analysis for integrated assessment of cropping systems

(2018) Seyed Mohammad Hossein Tabatabaie et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Nitrous oxide emissions and biogeochemical responses to soil freezing-thawing and drying-wetting

(2018) K.A. Congreves et al.   SOIL BIOLOGY & BIOCHEMISTRY

Spatial Variability and Uncertainty of Water Use Impacts from U.S. Feed and Milk Production

(2017) Andrew D. Henderson et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Rapid Life-Cycle Impact Screening Using Artificial Neural Networks

(2017) Runsheng Song et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

The role of life cycle assessment in supporting sustainable agri-food systems: A review of the challenges

(2017) Bruno Notarnicola et al.   JOURNAL OF CLEANER PRODUCTION

Subnational mobility and consumption-based environmental accounting of US corn in animal protein and ethanol supply chains

(2017) Timothy M. Smith et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Eutrophication will increase during the 21st century as a result of precipitation changes

(2017) E. Sinha et al.   SCIENCE

Incorporating organic matter alters soil greenhouse gas emissions and increases grain yield in a semi-arid climate

(2016) Louise Barton et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Spatially Explicit Life Cycle Analysis of Cellulosic Ethanol Production Scenarios in Southwestern Michigan

(2016) Keith R. Cronin et al.   BioEnergy Research

Modeling energy consumption and greenhouse gas emissions for kiwifruit production using artificial neural networks

(2016) Ashkan Nabavi-Pelesaraei et al.   JOURNAL OF CLEANER PRODUCTION

Extending life cycle assessment normalization factors and use of machine learning – A Slovenian case study

(2015) Matej Slapnik et al.   ECOLOGICAL INDICATORS

Machine learning for toxicity characterization of organic chemical emissions using USEtox database: Learning the structure of the input space

(2015) Antonino Marvuglia et al.   ENVIRONMENT INTERNATIONAL

Understanding the DayCent model: Calibration, sensitivity, and identifiability through inverse modeling

(2015) Magdalena Necpálová et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Cost of reactive nitrogen release from human activities to the environment in the United States

(2015) Daniel J Sobota et al.   Environmental Research Letters

Literature review: Impact of climate change on pesticide use

(2015) Ilse Delcour et al.   FOOD RESEARCH INTERNATIONAL

Mitigation of environmental impacts of beef cattle production in southern Brazil – Evaluation using farm-based life cycle assessment

(2015) Milene Dick et al.   JOURNAL OF CLEANER PRODUCTION

Water Organic Pollution and Eutrophication Influence Soil Microbial Processes, Increasing Soil Respiration of Estuarine Wetlands: Site Study in Jiuduansha Wetland

(2015) Yue Zhang et al.   PLoS One

First 20 years of DNDC (DeNitrification DeComposition): Model evolution

(2014) Sarah L. Gilhespy et al.   ECOLOGICAL MODELLING

A metamodelling approach to estimate global N2O emissions from agricultural soils

(2014) Joshua Perlman et al.   GLOBAL ECOLOGY AND BIOGEOGRAPHY

Recent Weather Extremes and Impacts on Agricultural Production and Vector-Borne Disease Outbreak Patterns

(2014) Assaf Anyamba et al.   PLoS One

Evaluating agricultural management practices to improve the environmental footprint of corn-derived ethanol

(2014) Xiaobo Xue et al.   RENEWABLE ENERGY

Life cycle assessment of the potential carbon credit from no- and reduced-tillage winter wheat-based cropping systems in Eastern Washington State

(2013) U. Zaher et al.   AGRICULTURAL SYSTEMS

Application of artificial neural networks for prediction of output energy and GHG emissions in potato production in Iran

(2013) Benyamin Khoshnevisan et al.   AGRICULTURAL SYSTEMS

Food and feed trade as a driver in the global nitrogen cycle: 50-year trends

(2013) Luis Lassaletta et al.   BIOGEOCHEMISTRY

Modeling of energy consumption and GHG (greenhouse gas) emissions in wheat production in Esfahan province of Iran using artificial neural networks

(2013) Benyamin Khoshnevisan et al.   ENERGY

Regional life cycle assessment of soybean derived biodiesel for transportation fleets

(2012) Xiaobo Xue et al.   ENERGY POLICY

Regional carbon footprint analysis of dairy feeds for milk production in the USA

(2012) Felix Adom et al.   INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT

High-yield maize with large net energy yield and small global warming intensity

(2012) P. Grassini et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Using Agroecosystem Modeling to Improve the Estimates of N2O Emissions in the Life-Cycle Assessment of Biofuels

(2012) Karine Dufossé et al.   Waste and Biomass Valorization

Energy input–output analysis and application of artificial neural networks for predicting greenhouse basil production

(2011) Reza Pahlavan et al.   ENERGY

Throughfall exclusion and leaf litter addition drive higher rates of soil nitrous oxide emissions from a lowland wet tropical forest

(2011) WILLIAM R. WIEDER et al.   GLOBAL CHANGE BIOLOGY

Denitrification and associated soil N2O emissions due to agricultural activities in a changing climate

(2011) Klaus Butterbach-Bahl et al.   Current Opinion in Environmental Sustainability

Eutrophication Potential of Food Consumption Patterns

(2010) Xiaobo Xue et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

An integrative modeling framework to evaluate the productivity and sustainability of biofuel crop production systems

(2010) X. ZHANG et al.   Global Change Biology Bioenergy

Review of greenhouse gas emissions from crop production systems and fertilizer management effects

(2009) C.S. Snyder et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Influence of Climate and Human Activities on the Relationship between Watershed Nitrogen Input and River Export

(2009) Haejin Han et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Landslide susceptibility mapping using geological data, a DEM from ASTER images and an Artificial Neural Network (ANN)

(2009) Daisaku Kawabata et al.   GEOMORPHOLOGY

Life cycle assessment of corn grain and corn stover in the United States

(2009) Seungdo Kim et al.   INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT

Climate change: a catalyst for global expansion of harmful cyanobacterial blooms

(2009) Hans W. Paerl et al.   Environmental Microbiology Reports

Effects of nutrient enrichment in the nation's estuaries: A decade of change

(2008) S.B. Bricker et al.   HARMFUL ALGAE

An ANN application for water quality forecasting

(2008) Sundarambal Palani et al.   MARINE POLLUTION BULLETIN

Life-cycle assessment of straw use in bio-ethanol production: A case study based on biophysical modelling

(2007) Benoît Gabrielle et al.   BIOMASS & BIOENERGY

Life cycle assessment of fuel ethanol derived from corn grain via dry milling

(2007) Seungdo Kim et al.   BIORESOURCE TECHNOLOGY