檢索結果 - probabilistic parameter optimization
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Bayesian Denoising Algorithm for Low SNR Photon-Counting Lidar Data via Probabilistic Parameter Optimization Based on Signal and Noise Distribution
出版 2025-06-01主題: 獲取全文The Ice, Cloud, and land Elevation Satellite-2 has provided unprecedented global surface elevation measurements through photon-counting Lidar (Light detection and ranging), yet its low signal-to-noise ratio (SNR) poses significant challenges for denoising algorithms. Existing methods, relying on fix...
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On Estimation of an Average Time Profit in Probabilistic Environmental and Economic Models
出版 2018-06-01獲取全文We consider environmental-economical models of optimal harvesting, given by the differential equations with impulse action, which depend on random parameters. We assume, that lengths of intervals θk between the moments of impulses τk are random variables and the sizes of impulse influence depend on...
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Toward Smart Condition Monitoring of Rotatory Machines: An Optimized Probabilistic Signal Reconstruction Methodology for Fault Prediction With Multisource Uncertainties
出版 2022-01-01“...The bandwidth parameter in the auto-associative kernel regression approach was optimized to represent the health status of the rotatory machine. ...”Faults in the critical components of a large rotatory machine often result in unplanned breakdowns, leading to a significant loss of property and life. Condition monitoring, as a key component in the smart maintenance of industrial equipment, has become a promising tool for providing automatic early...
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Advancing Computational Approaches for Geometry Optimization of Steel Structures
出版 2024-05-01獲取全文The primary objective of this study is to develop and assess computational methods for optimizing the geometry of specific building structures modeled through parametric description. The focus is on steel bar structures, including trusses and beams, subjected to varying load conditions with fixed an...
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Optimization Problem for Probabilistic Time Intervals of Quasi-Deterministic Output and Self-Similar Input Data Packet Flow in Telecommunication Networks
出版 2024-12-01“...However, there is no strictly mathematical solution to find out the optimal probabilistic characteristics of the output flow, based on the input flow. ...”Introduction. When managing traffic at the packet level in modern telecommunication networks, it is proposed to use methods that transform a self-similar stochastic packet flow into a quasi-deterministic one. To do this, it is required to apply complex probabilistic laws of distribution of self-simi...
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Optimal selection of cotton warp sizing parameters under system research limitation
出版 2025-03-01“...The method of radial basis functions is used to determine the probabilistically appropriate vector of quality indicators for any given vector of sizing parameters. ...”Warp sizing is the process of applying the sizing agents to the warp yarn to improve its weavability along with improving the economic performance of weaving. We consider a finite set of sizing agents or parameters mapped into a finite set of sizing quality indicators. Due to various limitations of...
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Probabilistic Optimal Planning of Passive Harmonic Filters in Distributed Networks Considering Possible Network Configurations with High Penetration of Non-linear Loads
出版 2023-12-01“...As a result, the optimum placement of filters, the most optimal number and type of filters, and filter design parameters have been determined. ...”Nowadays, non-linear loads are being used in distribution systems increasingly. Despite the good features such as low initial construction cost, high efficiency, and controllability, these loads cause harmonic distortions. In previous studies, passive harmonic filters have been proposed to decrease...
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Features of regional parameters of soil fluctuations as a basis for making an optimal design decision
出版 2022-08-01“...A method for making an optimal design decision is proposed, taking into account the parameters of soil vibrations and other target functions.Conclusion. ...”Objective. The purpose of these studies is to develop a methodology for assessing the seismic hazard of territories and a methodology for making an optimal design decision based on various criteria, including criteria for quantitative parameters of soil vibrations, taking into account regional pecul...
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CALCULATING THE OPTIMUM LEVEL OF RELIABILITY AND ANTI-SEISMIC REINFORCEMENT OF STRUCTURES OF BUILDINGS
出版 2016-07-01“...Optimization conditions are presented based on probabilistic and economic criteria. ...”Given problem optimization calculation of structures considering seismic hazard. Optimization conditions are presented based on probabilistic and economic criteria. For buildings with possible non-economic effects of a restriction on probability of failure, the amount of which is determined on the b...
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Prediction of Expected Fouling Time During Transmembrane Transition in Reverse Osmosis Systems
出版 2025-06-01“...From this point forward, the exact timing of interventions becomes a matter of technical feasibility and economic optimization....”Membrane filtration, including reverse osmosis filtration, is widely applied in water treatment worldwide, offering solutions to a broad range of separation challenges. However, due to the porous structure of membranes, they are prone to fouling, which reduces their efficiency and can eventually ren...
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An approach to forecast production profiles, oil-gas ratio and water contamination probabilistic assessment
出版 2024-10-01“...An approach to probabilistic assessment of field development forecast parameters for gas-condensate reservoir using multivariant simulation was studied. ...”An approach to probabilistic assessment of field development forecast parameters for gas-condensate reservoir using multivariant simulation was studied. The necessity of such decision may be explained by the aim to level the influence of large number of uncertainties which occur during the work wit...
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Probabilistic early warning of flash floods using Monte Carlo simulation and hydrological modelling
出版 2025-12-01“...The probabilistic approach with the optimal threshold has a better performance (CSI = 0.58) than the deterministic approach (CSI = 0.41), especially in the reduction of the number of false alarms (from 37 to 19 events), which shows better reliability and confidence. ...”Accurate early warning of flash floods is critical for prompt decision-making in mitigating disaster impact. However, most current applications of flash-flood warning are based on deterministic approaches, and the inherent uncertainty that exists has not been fully considered. This study proposed a...
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A Probabilistic Integral Study of Quasiproduct Overa Nonadditive Measure
出版 2021-12-01獲取全文In this paper, a definition of non additive measure is given, which has F-addability; the Einstein calculater is optimized, and the λ-fuzzy quasiproduct operator and λ-fuzzy quasi sum operator with adjustable parameters for practical problems are designed, and it is proved that they satisfy the cond...
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Study of the probabilistic and temporal characteristics of wireless networks using the CSMA/CA access method
出版 2024-04-01“...Such models and the analysis based on them will be useful in optimizing network performance, adjusting parameters, as well as selecting the capacity and configuration of wireless networks....”Objectives. The aim of this study is to develop analytical methods to evaluate the probabilistic and temporal characteristics and performance of wireless networks using the CSMA/CA access method. These methods enable the process of selecting rational operating modes to be automated and the impact of...
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Innovative Sandia Frequency Shift Islanding Detection for Microgrids Using Interval Type-II Fuzzy Logic and VP-PSO Optimization
出版 2025-01-01“...The proposed approach further integrates a variable-parameter PSO (VP-PSO) algorithm to optimize both fuzzy membership functions and controller parameters. ...”This paper presents an innovative islanding detection method (IDM) that combines interval type-2 fuzzy logic with the Sandia frequency shift (SFS) technique for enhanced microgrid protection. The study examines a hybrid microgrid incorporating photovoltaic and wind farm distributed generation source...
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Ambient Noise Imaging of Western Europe From Combining Linear SOLA Backus–Gilbert Inference and Non‐Linear Probabilistic Approaches
出版 2025-07-01“...We use the Subtractive Optimally Localized Averages (SOLA) Backus–Gilbert inference method to determine surface wave velocities as local (unbiased) averages of the “true” model parameters. ...”Abstract We present a new method for ambient noise tomography, which provides robust velocity images accompanied with meaningful estimates of local resolution and uncertainty. We use the Subtractive Optimally Localized Averages (SOLA) Backus–Gilbert inference method to determine surface wave velocit...
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Mathematical Optimization in Machine Learning for Computational Chemistry
出版 2025-07-01“...We classify optimization targets into model parameter optimization, hyperparameter selection, and molecular optimization and analyze their application across supervised, unsupervised, and reinforcement learning frameworks. ...”Machine learning (ML) is transforming computational chemistry by accelerating molecular simulations, property prediction, and inverse design. Central to this transformation is mathematical optimization, which underpins nearly every stage of model development, from training neural networks and tuning...
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Optimization of Volume for an Automatic Feed Wagon by Graph Theory Based Modeling
出版 2023-12-01“...Within the project of developing an automatic feed wagon, the initial task is to determine its overall parameters, which directly depend on the wagon volume. ...”Within the project of developing an automatic feed wagon, the initial task is to determine its overall parameters, which directly depend on the wagon volume. (Research purpose) To simulate the automatic feed wagon operation in order to determine the optimal volume ensuring the versatility of its use...
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Model of preventive replacements of complex systems elements depending on the operation time and the number of failures
出版 2023-08-01“...At the same time, it is obvious that these means need to be transferred to maintenance on a condition, which, in turn, causes the need to solve the problems related to determining the time for the preventive replacement of elements which diagnosable parameters can reach limit values. This paper presents an algorithm for estimating the optimal replacement of elements using the conditional probabilistic characteristic method for systems with a long period of operation and having a fixed number of failures. ...”Modern conditions of economic activity of civil aviation operators make actual the problem of economically feasible measures for the organization of technical operation and maintenance of industry equipment, in particular, means of radio technical support for flights and aeronautical telecommunicati...
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Intelligent Environmental Health Risk Assessment System for the Elderly in Cold Regions Based on Artificial Intelligence Integrated Development Environment
出版 2025-07-01獲取全文ObjectiveThis research aims to develop a comprehensive environmental health risk prediction system for elderly populations in cold regions based on a Bayesian probability framework. The system is designed to quantitatively evaluate the effects of different outdoor environmental exposures on physiolo...
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