Multi-head Attention Based Transformers for Vegetation Encroachment Over Powerline Corriders using UAV

Author(s):  
Srikanth Vemula ◽  
Michael Frye
2003 ◽  
Vol 13 (4) ◽  
pp. 897-910 ◽  
Author(s):  
Roberta E. Martin ◽  
Gregory P. Asner ◽  
R. James Ansley ◽  
Arvin R. Mosier

2021 ◽  
Author(s):  
Patricia Saco ◽  
Mariano Moreno-de las Heras ◽  
Jose Rodriguez ◽  
Steven Sandi ◽  
Samira Azadi ◽  
...  

<p>Changes in hydro-geomorphic connectivity have been previously linked to catastrophic shifts in landscape structures and function leading to irreversible degradation. Here we present evidence and new observations to better understand the link between connectivity of water and sediments and possible phase transitions for the case of semiarid ecosystems at the catchment and hillslope scales.  We first focus on rangelands, where coevolving vegetation and landform structures lead to a distinct connectivity pattern responsible for the healthy functioning of the system. Positive feedbacks, triggered by disturbances in vegetation, water or sediment structures can alter the hydro-geomorphic connectivity leading to degradation. Our results for rangelands in Australia, from both simulations and observations, suggest that an increase in connectivity beyond a threshold may lead to irreversible degradation, meaning that the system return to a functional state is unlikely without extensive management interventions. We also analyse the case of semi-arid floodplain wetlands of the Murray-Darling Basin, where we observe that dis-connectivity during droughts promote terrestrial vegetation encroachment and degradation. Simulations and observations also indicate the presence of thresholds beyond which the recovery of the system is unlikely without interventions.</p>


2020 ◽  
Vol 30 ◽  
pp. 35-44
Author(s):  
Diego García de Jalón ◽  
Vanesa Martínez-Fernández ◽  
Khosro Fazelpoor ◽  
Marta González del Tánago

2018 ◽  
Vol 40 ◽  
pp. 02015
Author(s):  
Nicolas Claude ◽  
Clément Leroux ◽  
Marion Duclercq ◽  
Pablo Tassi ◽  
Kamal El Kadi Abderrezzak

Physical modelling experiments are conducted to investigate if a modification of the Isère River (French Alps) hydrology by changing dams management is able to foster riverbed morphodynamic and, thus limiting riparian plant development. The experimental setup is a 1:35 scale, undistorted movable bed designed to ensure the Froude number similarity and initial conditions for sediment particle motion. The physical model is 35 m long, 2.6 m wide, with a sand mixture composed of three grain size classes. Two runs with different flow and bed load conditions are simulated. Preliminary results show an intense riverbed activity when the system reaches a dynamic equilibrium state. Under these conditions, bar mobility is strong enough to limit vegetation encroachment only when water discharges are higher than the discharge of a 5-years flood during more than 10 days. These results indicate that the hydrological characteristics of the Isère River and the actual configuration of the hydropower structures could be not able to release annually the flow conditions needed to control riparian plant development.


2018 ◽  
Vol 40 ◽  
pp. 02025 ◽  
Author(s):  
Camille Jourdain ◽  
Nicolas Claude ◽  
Germain Antoine ◽  
Pablo Tassi ◽  
Florian Cordier

Throughout the 20th century, many rivers worldwide have undergone important riparian vegetation encroachment, which can be problematic in terms of flood risks and biodiversity. Nowadays, controlled floods is often considered as a management option in anthropized rivers, with the aim of limiting vegetation encroachment within river channels, as well as maintaining a diverse habitat by reactivating natural channel dynamics. In this context, this study aims at investigating the influence of different flood regimes on river bar vegetation development and dynamics, focussing on alternate bar systems which are typically found in embanked streams. This question has been addressed through two-dimensional bio-morphodynamic modeling of a simplified gravel bed river reach. Four hydrological scenarios with different flood peak discharges have been run for 50 years. For all scenarios, a steady increase in vegetation cover strongly impacts the evolution of bar morphology, until a relatively stable equilibrium is reached after one to three decades. Numerical results suggest that vegetation development on bars is associated to an increase in bar wavelength and a decrease in bar width. Higher peak flood discharges lead to narrower and longer bars, and a longer adjustment duration. When vegetation cover is fully developed, interannual flood variability seems crucial to maintain bedform and vegetation turnover.


2014 ◽  
Vol 18 (2) ◽  
pp. 419-440 ◽  
Author(s):  
Junaid Ahmad ◽  
Aamir Saeed Malik ◽  
Mohd Faris Abdullah ◽  
Nidal Kamel ◽  
Likun Xia

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