Modeling the Leaf Area Index of Inner Mongolia Grassland Based on Machine Learning Regression Algorithms Incorporating Empirical Knowledge

Leaf area index (LAI) is one of the key biophysical indicators for characterizing the growth and status of vegetation and is also used in modeling earth system processes. Machine learning algorithms (MLAs) such as random forest regression (RFR), artificial neural network regression (ANNR) and suppor...

Full description

Bibliographic Details

Published in:	Remote Sensing
Main Authors:	Beibei Shen, Lei Ding, Leichao Ma, Zhenwang Li, Alim Pulatov, Zheenbek Kulenbekov, Jiquan Chen, Saltanat Mambetova, Lulu Hou, Dawei Xu, Xu Wang, Xiaoping Xin
Format:	Article
Language:	English
Published:	MDPI AG 2022-08-01
Subjects:	leaf area index (LAI) prior knowledge Landsat8 OLI machine learning regression LAI products grassland
Online Access:	https://www.mdpi.com/2072-4292/14/17/4196