Description
- BENTLY 3500-53 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.
1900/65A 167699-02 BENTLY vibration monitoring system
3500/25 149369-01 BENTLY4 Channel Relay Module
3500/42M 140734-02 Transient Data Interface BENTLY
3500/94 145988-01 Transient Data Interface BENTLY
146031-01 BENTLY vibration monitoring system
135473-01 Temperature monitor BENTLY
3500/22M 146031-01 Temperature monitor BENTLY
3500/92-02-01-01 BENTLY4 Channel Relay Module
125680-01 Temperature monitor BENTLY
3500/25 149369-01 BENTLY4 Channel Relay Module
3500/15-02-02-01 Transient Data Interface BENTLY
125680-01 Temperature monitor BENTLY
3500/40 176449-01 Temperature monitor BENTLY
135799-01 Temperature monitor BENTLY
125680-01 BENTLY4 Channel Relay Module
3500/22M 138607-01 BENTLY vibration monitoring system
3500/40M 176449-01 Temperature monitor BENTLY
3500/15 114M5330-01 BENTLY4 Channel Relay Module
3500/33-01-00 BENTLY vibration monitoring system
3500/50 288062-02 BENTLY4 Channel Relay Module
3500/25 149369-01 BENTLY vibration monitoring system
3500/70-01-00 BENTLY vibration monitoring system
3500/05-01-02-00-00-01 Temperature monitor BENTLY
3500/50 133388-02 BENTLY4 Channel Relay Module
3500/15 114M5335-01 BENTLY4 Channel Relay Module
3500/42M 128229-01 Transient Data Interface BENTLY
146031-01 BENTLY vibration monitoring system
3500/05-01-02-00-00-00 BENTLY overspeed protection module
3500/22-01-01-01 BENTLY overspeed protection module
85515-02 BENTLY vibration monitoring system
3500/22M 288055-01 BENTLY vibration monitoring system
1900/65A-00-02-02-00-01 BENTLY vibration monitoring system
3500/77M 176449-07 BENTLY4 Channel Relay Module
3500/33-01-00 Temperature monitor BENTLY
149992-01 BENTLY overspeed protection module
177313-02-02 Temperature monitor BENTLY
3500/15 114M5330-01 Temperature monitor BENTLY
3500/93 135785-01 BENTLY vibration monitoring system
1900/65A-00-01-01-00-00 Transient Data Interface BENTLY
3500/22M 146031-01 BENTLY4 Channel Relay Module
3500/22-01-02-00 BENTLY overspeed protection module
3500/42M 140734-02 BENTLY vibration monitoring system
3500/70M 140734-09 BENTLY overspeed protection module
3500/20 125760-01 BENTLY4 Channel Relay Module
3500/20 125744-01 Transient Data Interface BENTLY
3500/42-01-00 Transient Data Interface BENTLY
3500/42 125672-02 BENTLY vibration monitoring system
3500/42-02-00 BENTLY4 Channel Relay Module
3500/93 BENTLY vibration monitoring system
3500/92 136180-01 BENTLY overspeed protection module
3500/15 127610-01 BENTLY overspeed protection module
