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PLC based laser scanning system for conveyor belt surface
This paper presents the design, implementation, and testing of an advanced conveyor belt surface monitoring system, specifically engineered for harsh and complex industrial environments. ... and deep learning algorithms, particularly YOLOv7, to achieve real-time, high-precision monitoring of conveyor belt conditions. Key innovations include ...
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Maintenance of belt conveyors using an expert system based on …
The idea and algorithm of such an expert system were presented in this article as well. ... A literature study revealed that the optimal design of this type of belt conveyor had not been fully ...
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(PDF) Study of conveyor belt deviation detection based on …
Belt conveyors are widely used in multiple industries, including coal, steel, port, power, metallurgy, and chemical, etc. One major challenge faced by these industries is belt deviation, which can ...
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Real-Time Conveyor Belt Deviation Detection Algorithm Based on …
Zeng et al. [8] proposed a real-time conveyor belt detection algorithm based on multi-scale feature fusion network, and optimized the network with a novel weighted loss function, thereby the ...
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Belt Conveyor Idlers Fault Detection Using Acoustic Analysis and …
Belt conveyor systems are essential in industries like automotive, aerospace, power generation, and heavy machinery, with idlers playing a crucial role in ensuring the smooth movement of materials. However, constant operation in noisy environments accelerates wear and tear on idlers and obscures early signs of malfunction, such as grinding or rattling from loose …
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PLC based laser scanning system for conveyor belt surface
This paper presents the design, implementation, and testing of an advanced conveyor belt surface monitoring system, specifically engineered for harsh and complex industrial environments. The ...
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BELT CONVEYOR DESIGN AND ANALYSIS
analysis of belt conveyor to be sure about the conveyor's safety and capability for usage. For this purpose, finite element method which is one of the realistic approaches to analyze stress, …
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Improved foreign object tracking algorithm in coal for belt conveyor
In this paper, the YOLOv7 and DeepSORT algorithms have been enhanced for foreign object tracking in coal for belt conveyor gangue selection robots. The objective is to combine the coal foreign object detection and tracking stages to achieve accurate detection and tracking of foreign objects by the belt conveyor gangue selection robot.
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Improved foreign object tracking algorithm in coal for belt conveyor
Representative algorithms in this category include particle affinity network (RAN) [26] and simple online and real-time tracking (SORT) [4], [27], etc. ... In this paper, the YOLOv7 and DeepSORT algorithms have been enhanced for foreign object tracking in coal for belt conveyor gangue selection robots. The objective is to combine the coal ...
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Optimization design and parametric research of belt conveyor …
A belt conveyor deck truss (truss for short) is an important component of a belt conveyor, which has the functions of bearing and supporting. In this paper, a meta-heuristic optimization algorithm was employed to replace traditional finite element optimization to achieve a lightweight design and avoid the high consumables and low-efficiency problems due to …
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Belt Conveyor Design Guide: Quick Tips and Handbook
Belt Conveyor Design Guide: Selection and Specification for Optimal Performance. In this essential section of the Belt Conveyor Design Guide, we delve into the process of selecting the right conveyor belt for various applications, guided by the conveyor belt selection guide.Choosing the appropriate belt type is critical for ensuring the efficiency, safety, and …
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Research on fault diagnosis system for belt conveyor based on …
1. Introduction. As an essential transportation tool for coal production [], the belt conveyor has the advantages of long transportation distance, large transportation volume, and sustainable transportation, it is widely used in many aspects of coal production.However, after a long time of high-load and high-intensity operations, the belt conveyor can easily occur failures …
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GES-YOLO: A Light-Weight and Efficient Method for Conveyor Belt …
Conveyor belt deviation is one of the most common failures in belt conveyors. To address issues such as the high computational complexity, large number of parameters, long inference time, and difficulty in feature extraction of existing conveyor belt deviation detection models, we propose a GES-YOLO algorithm for detecting deviation in mining belt conveyors, …
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Control Algorithm of Permanent Magnet Direct Drive Belt Conveyor …
Liu j et al. proposed control algorithm of permanent magnet direct drive belt conveyor system for mining based on reduced order model [3]. J chen et al. proposed multi-dimensional color image ...
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(PDF) Speed regulation strategy and algorithm for the …
Simulation analysis of a practical case shows that energy-saving belt-speed model, speed regulation strategy, and algorithm effectively reduce the energy consumption of a belt conveyor, and...
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Belt Conveyor Head Pulley Design Guide
Topological Optimization: This advanced design approach uses computational algorithms to optimize the shape and structure of pulleys for maximum performance and minimal material usage. By iteratively refining the design, engineers can create pulleys that are both lightweight and robust. ... The belt conveyor head pulley design has evolved ...
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Utilization of measurements, machine learning, and analytical
There are also proposals for optimization algorithms to maintain conveyor belts based on economic criteria in multi-component ... Woodhead Publishing Series in Metals and Surface Engineering. Design of belt conveyors 1 – power requirements and belt tensions," Woodhead P., L. R. S. E.D. Yardley, Ed. Woodhead Publishing, 2008, pp. 17–43. ...
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Study of conveyor belt deviation detection based on improved …
Conveyor belt deviation is a commmon and severe type of fault in belt conveyor systems, often resulting in significant economic losses and potential environment pollution. Traditional detection methods have obvious limitations in fault localization precision and analysis accuracy, unable to meet the demands of efficient and real-time fault detection in complex …
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Software for calculation of belt conveyors at their …
The article is devoted to developing algorithms and software for automated calculation of the main traction characteristics of the conveyor for the second option, involves designing the...
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Intelligent fault diagnosis of belt conveyor rollers using a polar …
In this study, an intelligent fault diagnosis approach for belt conveyor rollers was proposed based on the PKNN algorithm using audio signal features. The PKNN model demonstrated superior diagnostic performance, achieving an 97.34% accuracy, 96.89% precision, 96.72% recall, and 96.70% F1 score.
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Design and development of self-aligning troughing …
Ref. [18] proposed a real-time conveyor belt deviation detection algorithm based on a multi-scale feature fusion network. ... ''Idlers", Engineering Science and Application Design for Belt ...
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Belt vision localization algorithm based on machine vision and belt
Belt conveyors are an integral part of industrial intelligence, but belt conveyors often have problems with belt deflection during operation. This will affect the normal operation of the belt conveyor, so it is necessary to detect the deviation of the belt conveyor. It is different from the mechanical deviation detection device used in traditional industries. This paper presents a …
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Study of conveyor belt deviation detection based on improved …
Compared to other conveyor belt detection algorithms, the improved YOLOv8 algorithm proposed in this paper demonstrates superior detection performance on our self-built conveyor belt oscillation dataset. ... Fedorko, G. et al. Design of Evaluation Classification Algorithm for Identifying Conveyor Belt Mistracking in a Continuous Transport ...
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Mastering Belt Conveyor Design Steps and Types
Belt Conveyor Design Steps: Consulting the Handbook for Comprehensive Guidance. In the initial phase of the belt conveyor design steps, consulting the essential resources is crucial.The belt conveyor design handbook pdf serves as a cornerstone document, offering extensive information and guidelines necessary for understanding the full spectrum of …
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Active Speed Control of Belt Conveyor with Variable Speed …
An active speed control strategy based on fuzzy algorithm is proposed for belt conveyor. The material filling rate of the belt is taken as input, and the double-layer fuzzy boundary is set ...
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(PDF) CONVEYOR HANDBOOK
The belt conveyor for bulk materials was observed in this paper. In order to drive the belt conveyor, the power of the driving electric motor must overcome all the resistances that occur during the transport of materials. The paper presents one of the possible approaches to the method of calculation and selection of belt conveyor parameters.
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Hybrid Artificial fuzzy-PID adaptive algorithm Design for
Abstract— In this work, an artificial hybrid fuzzy PID control algorithm is successfully designed and tested, for employing in master-slave motion synchronizing control technique, intended for …
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Design of Evaluation Classification Algorithm for Identifying …
This paper presents research that resulted in the design of an evaluation algorithm for experimental belt mistracking measurement for the digital twin of a continuous transport …
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Applications of Artificial Intelligence for Smart Conveyor Belt
These systems employ adaptive high dynamic range imaging and edge detection algorithms in order to inspect the conveyor belts for such edges as tears, cuts or abrasion on a permanent basis. ... X., Namokel, M., Wu, J., Jiang, W. (2024). Control system design for belt conveyor. In Advanced Manufacturing and Automation XIII, Singapore, pp. 538-546.
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Developing and evaluating predictive conveyor belt …
1 Introduction. Conveyor belts are a cost effective method of transporting bulk materials in many industries worldwide. In the mining industry, conveyor belts are critical components of the supply chain, and the ability to estimate belt wear …
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