*Article* **A Novel Vegetation Index Approach Using Sentinel-2 Data and Random Forest Algorithm for Estimating Forest Stock Volume in the Helan Mountains, Ningxia, China**

**Taiyong Ma 1, Yang Hu 2,3,4,5,\*, Jie Wang 6, Mukete Beckline 7, Danbo Pang 2,3,4,5, Lin Chen 2,3,4,5, Xilu Ni 2,3,4,5 and Xuebin Li 2,3,4,5**

**Abstract:** Forest stock volume (FSV) is a major indicator of forest ecosystem health and it also plays an important part in understanding the worldwide carbon cycle. A precise comprehension of the distribution patterns and variations of FSV is crucial in the assessment of the sequestration potential of forest carbon and optimization of the management programs of the forest carbon sink. In this study, a novel vegetation index based on Sentinel-2 data for modeling FSV with the random forest (RF) algorithm in Helan Mountains, China has been developed. Among all the other variables and with a correlation coefficient of r = 0.778, the novel vegetation index (*NDVIRE*) developed based on the red-edge bands of the Sentinel-2 data was the most significant. Meanwhile, the model that combined bands and vegetation indices (bands + VIs-based model, BVBM) performed best in the training phase (*R*2 = 0.93, RMSE = 10.82 m3ha−1) and testing phase (*R*2 = 0.60, RMSE = 27.05 m3ha−1). Using the best training model, the FSV of the Helan Mountains was first mapped and an accuracy of 80.46% was obtained. The novel vegetation index developed based on the red-edge bands of the Sentinel-2 data and RF algorithm is thus the most effective method to assess the FSV. In addition, this method can provide a new method to estimate the FSV in other areas, especially in the management of forest carbon sequestration.

**Keywords:** forest stock volume; *NDVIRE*; Sentinel-2; random forest; Helan mountains


*Authored by Jose Ignacio Huertas*

Nanophase materials are single-phase or multiphase polycrystals, with dimensions of the order of 1-100 nm. As grain size decreases down to the nanometer-size range, nanophase metals generally get stronger and harder, while nanophase ceramics show ductility, even superplasticity, at lower temperatures than conventional brittle ceramics. This book describes a novel method for the production of high purity, unagglomerated nano-particulates of tungsten and tungsten titanium alloys by flame synthesis. W-Ti nano-sized alloys have a combination of high strength (800-1000 MPa), high ductility (10-30%), good e1ectrical and thermal conductivity, corrosion resistance, and excellent machinability. Current applications for W and W-Ti inc1ude radiation shields, lighting components, ignition electrode materials, catalysts in the chemical industry, alloying elements for high speed steels, sputter targets in VLSI chip technology, and sport related parts.

Photo by Eky Chan / DollarPhotoClub

Montecarlo Simulation of Two Component Aerosol Processes

Montecarlo Simulation of Two

Component Aerosol Processes

*Authored by Jose Ignacio Huertas*


**Olive (***Olea Europaea* **L***.***): Southern-Italian Biodiversity Assessment and Traceability of Processed Products by Means of Molecular Markers**

V. Alba1, W. Sabetta1, C. Summo2, F. Caponio2,

R. Simeone1, A. Blanco1, A. Pasqualone2 and C. Montemurro1 *1Department of Agro-forestry and Environmental Biology and Chemistry, 2Section of Genetics and Breeding and Section of Food Science and Technology, University of Bari, Italy*