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Particle filter-based prognostics: Review, discussion and perspectives
Particle filters are of great concern in a large variety of engineering fields such as robotics,
statistics or automatics. Recently, it has developed among Prognostics and Health …
statistics or automatics. Recently, it has developed among Prognostics and Health …
Fight sample degeneracy and impoverishment in particle filters: A review of intelligent approaches
During the last two decades there has been a growing interest in Particle Filtering (PF).
However, PF suffers from two long-standing problems that are referred to as sample …
However, PF suffers from two long-standing problems that are referred to as sample …
Resampling methods for particle filtering: classification, implementation, and strategies
Two decades ago, with the publication, we witnessed the rebirth of particle filtering (PF) as a
methodology for sequential signal processing. Since then, PF has become very popular …
methodology for sequential signal processing. Since then, PF has become very popular …
A survey of recent advances in particle filters and remaining challenges for multitarget tracking
X Wang, T Li, S Sun, JM Corchado - Sensors, 2017 - mdpi.com
We review some advances of the particle filtering (PF) algorithm that have been achieved in
the last decade in the context of target tracking, with regard to either a single target or …
the last decade in the context of target tracking, with regard to either a single target or …
A review of resampling techniques in particle filtering framework
C Kuptametee, N Aunsri - Measurement, 2022 - Elsevier
A particle filtering (PF) is a sequential Bayesian filtering method suitable for non-linear non-
Gaussian systems, which is widely used to estimate the states of parameters of interest that …
Gaussian systems, which is widely used to estimate the states of parameters of interest that …
Enhanced particle filtering for bearing remaining useful life prediction of wind turbine drivetrain gearboxes
Bearing is the major contributor to wind turbine gearbox failures. Accurate remaining useful
life prediction for drivetrain gearboxes of wind turbines is of great importance to achieve …
life prediction for drivetrain gearboxes of wind turbines is of great importance to achieve …
[PDF][PDF] Research on key technology of industrial artificial intelligence and its application in predictive maintenance
With the rapid development of artificial intelligence technology and its effective application in
industrial system, industrial intelligentization has become an important trend of current …
industrial system, industrial intelligentization has become an important trend of current …
Resampling methods for particle filtering: identical distribution, a new method, and comparable study
Resampling is a critical procedure that is of both theoretical and practical significance for
efficient implementation of the particle filter. To gain an insight of the resampling process …
efficient implementation of the particle filter. To gain an insight of the resampling process …
[PDF][PDF] 粒子滤波算法
王法胜, 鲁明羽, 赵清杰, 袁泽剑 - 计算机学报, 2014 - cjc.ict.ac.cn
摘要粒子滤波算法逐渐成为科学领域的研究热点. 文章首先阐述了粒子滤波算法的提出背景,
根据犿阶马尔科夫假设, 分析算法基本原理并推导后验概率密度及权值更新公式 …
根据犿阶马尔科夫假设, 分析算法基本原理并推导后验概率密度及权值更新公式 …
An improved AMCL algorithm based on laser scanning match in a complex and unstructured environment
G Peng, W Zheng, Z Lu, J Liao, L Hu, G Zhang… - …, 2018 - Wiley Online Library
Adaptive Monte Carlo localization (AMCL) algorithm has a limited pose accuracy because of
the nonconvexity of the laser sensor model, the complex and unstructured features of the …
the nonconvexity of the laser sensor model, the complex and unstructured features of the …