Search Results - "Guiping, Hu"

Coupling machine learning and crop modeling improves crop yield prediction in the US Corn Belt by Shahhosseini, Mohsen, Hu, Guiping, Huber, Isaiah, Archontoulis, Sotirios V.

“…This study investigates whether coupling crop modeling and machine learning (ML) improves corn yield predictions in the US Corn Belt. The main objectives are…”
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Optimal production for manufacturers considering consumer environmental awareness and green subsidies by Yu, Yugang, Han, Xiaoya, Hu, Guiping

“…Manufacturers provide products that have distinct green levels (i.e. higher degree of environmental friendliness) to satisfy consumer demands with different…”
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Improving Image-Based Plant Disease Classification With Generative Adversarial Network Under Limited Training Set by Bi, Luning, Hu, Guiping

“…Traditionally, plant disease recognition has mainly been done visually by human. It is often biased, time-consuming, and laborious. Machine learning methods…”
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A multi-stage stochastic programming for lot-sizing and scheduling under demand uncertainty by Hu, Zhengyang, Hu, Guiping

“…•We proposed a multi-stage stochastic lot-sizing and scheduling model.•We identified number of scenarios to balance solution quality and computation time.•Big…”
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Hybrid stochastic and robust optimization model for lot-sizing and scheduling problems under uncertainties by Hu, Zhengyang, Hu, Guiping

“…•A lot-sizing and scheduling model is proposed to study the uncertainties.•Hybrid Stochastic and Robust Optimization approach has been adopted.•Sample Average…”
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Forecasting Corn Yield With Machine Learning Ensembles by Shahhosseini, Mohsen, Hu, Guiping, Archontoulis, Sotirios V.

“…The emergence of new technologies to synthesize and analyze big data with high-performance computing has increased our capacity to more accurately predict crop…”
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Multistage stochastic programming modeling for farmland irrigation management under uncertainty by Li, Qi, Hu, Guiping

“…Farmland management and irrigation scheduling are vital to a productive agricultural economy. A multistage stochastic programming model is proposed to maximize…”
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Optimizing ensemble weights and hyperparameters of machine learning models for regression problems by Shahhosseini, Mohsen, Hu, Guiping, Pham, Hieu

“…Aggregating multiple learners through an ensemble of models aim to make better predictions by capturing the underlying distribution of the data more…”
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Maize yield and nitrate loss prediction with machine learning algorithms by Shahhosseini, Mohsen, Martinez-Feria, Rafael A, Hu, Guiping, Archontoulis, Sotirios V

“…Pre-growing season prediction of crop production outcomes such as grain yields and nitrogen (N) losses can provide insights to farmers and agronomists to make…”
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Techno-economic analysis of advanced biofuel production based on bio-oil gasification by Li, Qi, Zhang, Yanan, Hu, Guiping

“…•We modeled and evaluated a fast pyrolysis integrated bio-oil gasification pathway.•Larger facility capacity is preferred based on Monte-Carlo…”
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Supply chain design and operational planning models for biomass to drop-in fuel production by Zhang, Leilei, Hu, Guiping

“…Renewable fuel is playing an increasingly important role as a substitute for fossil based energy. The US Department of Energy (DOE) has identified pyrolysis…”
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Optimizing Crop Planting Schedule Considering Planting Window and Storage Capacity by Sajid, Saiara Samira, Hu, Guiping

“…Technology advancement has contributed significantly to productivity improvement in the agricultural sector. However, field operation and farm resource…”
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The look ahead trace back optimizer for genomic selection under transparent and opaque simulators by Amini, Fatemeh, Franco, Felipe Restrepo, Hu, Guiping, Wang, Lizhi

“…Recent advances in genomic selection (GS) have demonstrated the importance of not only the accuracy of genomic prediction but also the intelligence of…”
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A look-ahead Monte Carlo simulation method for improving parental selection in trait introgression by Moeinizade, Saba, Han, Ye, Pham, Hieu, Hu, Guiping, Wang, Lizhi

“…Multiple trait introgression is the process by which multiple desirable traits are converted from a donor to a recipient cultivar through backcrossing and…”
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Techno-economic analysis of biomass to transportation fuels and electricity via fast pyrolysis and hydroprocessing by Brown, Tristan R., Thilakaratne, Rajeeva, Brown, Robert C., Hu, Guiping

“…► We model an updated 2000metric ton per day fast pyrolysis and hydroprocessing system. ► We incorporate recent commercialization and literature data on the…”
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Seasonal Change in Microbial Diversity and Its Relationship with Soil Chemical Properties in an Orchard by Luo, Xuhui, Wang, Ming Kuang, Hu, Guiping, Weng, Boqi

“…This study aimed to determine the microbial diversity at different soil depths (0-5 and 5-20 cm) in a subtropical orchard during different seasons (i.e.,…”
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Supply chain design under uncertainty for advanced biofuel production based on bio-oil gasification by Li, Qi, Hu, Guiping

“…An advanced biofuels supply chain is proposed to reduce biomass transportation costs and take advantage of the economics of scale for a gasification facility…”
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Complementarity‐based selection strategy for genomic selection by Moeinizade, Saba, Wellner, Megan, Hu, Guiping, Wang, Lizhi

“…Genomic selection is a technique that breeders use to select plant or animal individuals to mate and produce new generations of species. The conventional…”
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Corn Yield Prediction With Ensemble CNN-DNN by Shahhosseini, Mohsen, Hu, Guiping, Khaki, Saeed, Archontoulis, Sotirios V.

“…We investigate the predictive performance of two novel CNN-DNN machine learning ensemble models in predicting county-level corn yields across the US Corn Belt…”
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Effect of cadmium stress on the bacterial community in the rhizosphere of mulberry (Morus alba L.) by Hu, Guiping, Cao, Hongmei, Ye, Chuan, Wang, Feng

“…Mulberry has a good tolerance to cadmium (Cd) and is considered a candidate plant for phytoremediation. The rhizosphere microbial community plays an important…”
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