Details

Autor(en) / Beteiligte

• Liu, Kai
• Tang, Guoan
• Jiang, Ling
• Zhu, A-Xing
• Yang, Jianyi
• Song, Xiaodong

Titel

Regional-scale calculation of the LS factor using parallel processing

Ist Teil von

• Computers & geosciences, 2015-05, Vol.78, p.110-122

Ort / Verlag

Elsevier Ltd

Erscheinungsjahr

2015

Quelle

Alma/SFX Local Collection

Beschreibungen/Notizen

• With the increase of data resolution and the increasing application of USLE over large areas, the existing serial implementation of algorithms for computing the LS factor is becoming a bottleneck. In this paper, a parallel processing model based on message passing interface (MPI) is presented for the calculation of the LS factor, so that massive datasets at a regional scale can be processed efficiently. The parallel model contains algorithms for calculating flow direction, flow accumulation, drainage network, slope, slope length and the LS factor. According to the existence of data dependence, the algorithms are divided into local algorithms and global algorithms. Parallel strategy are designed according to the algorithm characters including the decomposition method for maintaining the integrity of the results, optimized workflow for reducing the time taken for exporting the unnecessary intermediate data and a buffer–communication–computation strategy for improving the communication efficiency. Experiments on a multi-node system show that the proposed parallel model allows efficient calculation of the LS factor at a regional scale with a massive dataset. •We proposed a parallel processing model for regional scale calculation of LS factor.•Two parallel strategies are designed for local and global algorithms.•A buffer–communication–computation strategy is used to reduce any extra cross-process communications.•The parallel model allows efficient analysis at regional scale with massive DEMs.