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Baharom, S.N
Huender, L
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Authors
Shibusawa, S
Kodaira, M
Kana, I
Baharom, S.N
Huender, L
Everett, M
Topics
Sensor Application in Managing In-season CropVariability
Weather and Models for Precision Agriculture
Type
Oral
Poster
Year
2014
2024
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Filter results2 paper(s) found.

1. Comparison Of Calibration Models Developed For A Visible-Near Infrared Real-Time Soil Sensor

The visible-near infrared (Vis-NIR) based real-time soil sensor (RTSS) is found to be a great tool for determining distribution of various soil properties for precision agriculture purposes. However, the developed calibration models applied on the collected spectra for prediction of soil properties were site-specific (local). This is found to be less practical since the RTSS needs to be calibrated separately for every field. General calibration approach is expected to minimize... S. Shibusawa, M. Kodaira, I. Kana, S.N. Baharom

2. Dimensionality Reduction and Similarity Metrics for Predicting Crop Yields in Sparse Data Microclimates

This study explores and develops new methodologies for predicting agricultural outcomes, such as crop yields, in microclimates characterized by sparse meteorological data. Specifically, it focuses on reducing the dimensionality in time series data as a preprocessing step to generate simpler and more explainable forecast models. Dimensionality reduction helps in managing large data sets by simplifying the information into more manageable forms without significant loss of information. We explore... L. Huender, M. Everett