Description
- BENTLY 125388-01H gateway is designed with multi protocol compatibility and modularity, seamlessly connecting industrial systems,
- operating at a wide temperature range of -40 ° C to 85 ° C, supporting 8-channel rotating equipment monitoring,
- remote configuration to improve efficiency, and ensuring stable power and automation.
It can connect the Bently Nevada 3500 system with other control systems or host computers to achieve data interconnectivity.
thus achieving integration with other industrial control systems.
3.2 Machine learningAs the functionality of distributed computing tools such as Spark MLLib (http://spark.apache.org/mllib) and SparkR (http://spark.apache.org/docs/latest/index.html) increases, it becomes It is easier to implement distributed and online machine learning models, such as support vector machines, gradient boosting trees and decision trees for large amounts of data. Test the impact of different machine parameters and process measurements on overall product quality, from correlation analysis to analysis of variance and chi-square hypothesis testing to help determine the impact of individual measurements on product quality. This design trains some classification and regression models that can distinguish parts that pass quality control from parts that do not. The trained models can be used to infer decision rules. According to the highest purity rule, purity is defined as Nb/N, where N is the number of products that satisfy the rule and Nb is the total number of defective or bad parts that satisfy the rule.Although these models can identify linear and nonlinear relationships between variables, they do not represent causal relationships. Causality is critical to determining the true root cause, using Bayesian causal models to infer causality across all data.3.3 VisualizationA visualization platform for collecting big data is crucial. The main challenge faced by engineers is not having a clear and comprehensive overview of the complete manufacturing process. Such an overview will help them make decisions and assess their status before any adverse events occur. Descriptive analytics uses tools such as Tableau (www.tableau.com) and Microsoft BI (https://powerbi.microsoft.com/en-us) to help achieve this. Descriptive analysis includes many views such as histograms, bivariate plots, and correlation plots. In addition to visual statistical descriptions, a clear visual interface should be provided for all predictive models. All measurements affecting specific quality parameters can be visualized and the data on the backend can be filtered by time.
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3500/22M 288055-01 Transient Data Interface BENTLY
3500/42M 176449-02 Temperature monitor BENTLY
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3500/40M 176449-01 BENTLY vibration monitoring system
3500/15 127610-01 Temperature monitor BENTLY
3500/05-01-01-01-00-00 BENTLY4 Channel Relay Module
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128275-01 Transient Data Interface BENTLY
3500/15 127610-01 BENTLY4 Channel Relay Module
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125800-01 Transient Data Interface BENTLY
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3500/22-01-01-01 BENTLY vibration monitoring system
136719-01 Transient Data Interface BENTLY
3500/15 127610-01 Temperature monitor BENTLY
3500/15 127610-01 Temperature monitor BENTLY
3500/42M 176449-02 Temperature monitor BENTLY
146031-01 Temperature monitor BENTLY
3500/22M 288055-01 Transient Data Interface BENTLY
3500/40M 176449-01 Temperature monitor BENTLY
1701/10-01 Transient Data Interface BENTLY
136188-02 Transient Data Interface BENTLY
3500/92 136180-01 BENTLY4 Channel Relay Module
3500/15 127610-01 Transient Data Interface BENTLY
3500/42-01-00 Temperature monitor BENTLY
3500/22M 288055-01 Temperature monitor BENTLY
136188-02 Temperature monitor BENTLY
3500/42M 128229-01 BENTLY overspeed protection module
3500/62-04-01 Temperature monitor BENTLY
3500/40M BENTLY4 Channel Relay Module
3500/42M 140734-02 BENTLY4 Channel Relay Module
3500/22-01-01-00 138607-01 Transient Data Interface BENTLY
3500/50 133442-01 BENTLY vibration monitoring system
146031-01 Transient Data Interface BENTLY
3500/22M 138607-01 Temperature monitor BENTLY
3500/93 135785-01 Transient Data Interface BENTLY
3500/65-01-00 Temperature monitor BENTLY
3500/05-01-02-00-00-00 Transient Data Interface BENTLY
3500/15 127610-01 BENTLY vibration monitoring system
3500/42M BENTLY4 Channel Relay Module
136188-02 BENTLY overspeed protection module
79492-01 Temperature monitor BENTLY
3500/42-01-00 BENTLY4 Channel Relay Module
3500/15 106M1079-01 BENTLY vibration monitoring system
