globalchange  > 过去全球变化的重建
DOI: 10.1371/journal.pone.0152839
论文题名:
3D Participatory Sensing with Low-Cost Mobile Devices for Crop Height Assessment – A Comparison with Terrestrial Laser Scanning Data
作者: Sabrina Marx; Martin Hämmerle; Carolin Klonner; Bernhard Höfle
刊名: PLOS ONE
ISSN: 1932-6203
出版年: 2016
发表日期: 2016-4-13
卷: 11, 期:4
语种: 英语
英文关键词: Cell phones ; Cereal crops ; Maize ; Geoinformatics ; Image processing ; Cognition ; Leaves ; Machine learning
英文摘要: The integration of local agricultural knowledge deepens the understanding of complex phenomena such as the association between climate variability, crop yields and undernutrition. Participatory Sensing (PS) is a concept which enables laymen to easily gather geodata with standard low-cost mobile devices, offering new and efficient opportunities for agricultural monitoring. This study presents a methodological approach for crop height assessment based on PS. In-field crop height variations of a maize field in Heidelberg, Germany, are gathered with smartphones and handheld GPS devices by 19 participants. The comparison of crop height values measured by the participants to reference data based on terrestrial laser scanning (TLS) results in R2 = 0.63 for the handheld GPS devices and R2 = 0.24 for the smartphone-based approach. RMSE for the comparison between crop height models (CHM) derived from PS and TLS data is 10.45 cm (GPS devices) and 14.69 cm (smartphones). Furthermore, the results indicate that incorporating participants’ cognitive abilities in the data collection process potentially improves the quality data captured with the PS approach. The proposed PS methods serve as a fundament to collect agricultural parameters on field-level by incorporating local people. Combined with other methods such as remote sensing, PS opens new perspectives to support agricultural development.
URL: http://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0152839&type=printable
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资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/23698
Appears in Collections:过去全球变化的重建
影响、适应和脆弱性
科学计划与规划
气候变化与战略
全球变化的国际研究计划
气候减缓与适应
气候变化事实与影响

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作者单位: GIScience, Institute of Geography, Heidelberg University, Heidelberg, Germany;GIScience, Institute of Geography, Heidelberg University, Heidelberg, Germany;GIScience, Institute of Geography, Heidelberg University, Heidelberg, Germany;GIScience, Institute of Geography, Heidelberg University, Heidelberg, Germany;Heidelberg Center for the Environment (HCE), Heidelberg University, Heidelberg, Germany

Recommended Citation:
Sabrina Marx,Martin Hämmerle,Carolin Klonner,et al. 3D Participatory Sensing with Low-Cost Mobile Devices for Crop Height Assessment – A Comparison with Terrestrial Laser Scanning Data[J]. PLOS ONE,2016-01-01,11(4)
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