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Enhancing lane detection in autonomous vehicles with multi-armed bandit ensemble learning.
Sci Rep
January 2025
School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, India.
This study introduces a novel ensemble learning technique namely Multi-Armed Bandit Ensemble (MAB-Ensemble), designed for lane detection in road images intended for autonomous vehicles. The foundation of the proposed MAB-Ensemble technique is inspired in terms of Multi-Armed bandit optimization to facilitate efficient model selection for lane segmentation. The benchmarking dataset namely TuSimple is used for training, validating and testing the proposed and existing lane detection techniques.
View Article and Find Full Text PDFResearch on the impact of county urbanization in Jiangxi Province on carbon budget balance.
Environ Monit Assess
January 2025
School of Earth Sciences, East China University of Technology, Nanchang, 330013, China.
Investigating the effects of urbanization at the county level on the balance of the carbon budget is essential for progress toward achieving "dual carbon" objectives at the county scale. Based on land use and economic data, this study elucidates the spatiotemporal evolution of urbanization and carbon budget balance ratio in 84 counties in Jiangxi Province from 1980 to 2020. Optimal geographic detectors and geographically weighted random forests were used to explore the impact of urbanization on the carbon budget balance ratio.
View Article and Find Full Text PDFMajor Depressive Disorder and Driving Behavior Among Older Adults.
JAMA Netw Open
December 2024
Department of Psychiatry, Washington University in St Louis, St Louis, Missouri.
Importance: Depression and antidepressant use are independently associated with crash risk among older drivers. However, it is unclear what factors impact daily driving that increase safety risk for drivers with depression.
Objective: To examine differences in naturalistic driving behavior and safety between older adults with and without major depressive disorder (MDD).
Weight-neutral approach and later sleep midpoint in adolescents with "emerging polycystic ovary syndrome phenotype" as vehicles for sustainable weight loss.
F S Rep
December 2024
Departments of Neurology, Division of Sleep Medicine, and Obstetrics & Gynecology, Michigan Medicine, Ann Arbor, Michigan.
Objective: Incorporate sleep into a novel lifestyle intervention strategy in adolescents with Emerging symptoms of polycystic ovary syndrome (E-PCOS).
Design: A single-center cohort study.
Setting: University hospital-based clinic for adolescents with PCOS.
In an environment increasingly dominated by roads, wildlife crossing structures (WCS) have been installed to decrease wildlife mortality and improve habitat linkages. In South Texas, vehicle collisions have been a major mortality source for the endangered ocelot (). To mitigate threats to this species, eight WCS, along with associated fencing, were strategically placed along Farm-to-Market Road 106 (FM106), which passes through ocelot habitat.
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