PEF-MODFLOW: A framework for preliminary soil profile horizon delineation based on soil color captured by smartphone images. (September 2022)

• Record Type: Journal Article
• Authors: Yang, Jiawei; Shen, Feilong; Wang, Tianwei; Wu, Lingyun; Li, Zhaoxia; Li, Nian; Dai, Lilong; Liang, Jinghui; Zhang, Jian
• Is Part Of: Environmental modelling & software. Volume 155(2022)
• Publication Date: 2022-09
• Subjects: Digital soil morphometrics -- Soil profile -- MODFLOW -- Superpixel preprocessing -- Elbow method; Environmental monitoring -- Computer programs -- Periodicals; Ecology -- Computer simulation -- Periodicals; Digital computer simulation -- Periodicals; Computer software -- Periodicals; Environmental Monitoring -- Periodicals; Computer Simulation -- Periodicals; Environnement -- Surveillance -- Logiciels -- Périodiques; Écologie -- Simulation, Méthodes de -- Périodiques; Simulation par ordinateur -- Périodiques; Logiciels -- Périodiques; Computer software; Digital computer simulation; Ecology -- Computer simulation; Environmental monitoring -- Computer programs; Periodicals; Electronic journals; 363.70015118
• DOI: 10.1016/j.envsoft.2022.105423
• Languages: English
• ISSNs: 1364-8152

Abstract

Abstract: Soil profile horizon delineation provides a vehicle for recording and communicating observations of soil profiles. A framework was developed to achieve soil profile horizon delineation based on soil color captured by smartphone images, consisting of a preprocessing module, an elbow method module, and a fuzzy c-means (FCM) algorithm module, referred to as PEF-MODFLOW. We have analyzed the effect of key parameters in PEF-MODFLOW on the results and demonstrate the high performance and interpretability of the PEF-MODFLOW in the ten validation profiles. This work shows that smartphones can be an effective tool for soil profile information collection. The results of soil profile horizon delineation are still preliminary due to the limitations of the information available in the soil profile images. The flexible adjustment capability of the input data gives the PEF-MODFLOW the potential for further improvement. The PEF-MODFLOW represents a key step towards smartphone-based access to soil profile information. Highlights: We developed a framework for the preliminary delineation of soil profile horizons. The framework enables fast access to the number of soil profile horizons. Smartphones have proven to be an effective tool for collecting soil profile information.