Using NI CompactRIO and LabVIEW for Online Signal Processing and Data Recording

Publish Date: Nov 09, 2011 | 1 Ratings | 5.00 out of 5 |  PDF

Overview

CompactRIO is a platform for industrial and remote data recording applications including condition monitoring, noise and vibration, structural, and electrical power monitoring. Its advantages of small size, extensive signal processing power, and mechanical ruggedness make it ideal for these applications. This document discusses tips for creating faster and more efficient code for these application areas with minimal effort.

Table of Contents

  1. CompactRIO Waveform Reference Library
  2. Sound and Vibration Measurement Suite - Optimized for Embedded
  3. Data Recording
  4. CompactRIO for Signal Processing and Data Recording
  5. Related Links

1. CompactRIO Waveform Reference Library

The CompactRIO Waveform Reference Library incorporates optimizations and best practices for the reconfigurable I/O (RIO) platform that you can easily modify to jump-start any application. Developed as a familiar data acquisition architecture for the NI CompactRIO real-time controller, this library offers an easy way to modify a field-programmable gate array (FPGA) diagram with all the error checking and optimization techniques already implemented.

Figure 1. Example Code Demonstrating the CompactRIO Waveform Reference Library for Use in LabVIEW Real-Time for Communicating With the FPGA

This allows for data to be read into the real-time target from the FPGA in a familiar waveform format in addition to arrays of singles or U32 numbers. All scaling of the data to engineering units and formatting into the IEEE 754 single floating-point format is written into the FPGA code, which frees up real-time resources for more advanced signal processing algorithms or faster streaming rates to disk.

 

Stream to Disk [TDMS]
Data Type cRIO-9074 BW (MB/s)
1D Wfm SGL 6 channels (1.23)
2D Array SGL 7 channels (1.43)
1D Encoded U32 8 channels (1.64)
Stream to Disk [Binary]
Data Type cRIO-9074 BW (MB/s)
1D Encoded U32 8 channels (1.64)
Stream to Disk [TCP/IP]
Data Type cRIO-9074 BW (MB/s)
1D Wfm SGL 12 channels (2.46)
2D Array SGL 13 channels (2.66)
1D Encoded U32 18 channels (3.69)

Table 1. Streaming Bandwidths of a cRIO-9074 Module Acquiring at a Sample Rate of 51.2 kS/s With the CompactRIO Waveform Reference Library

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2. Sound and Vibration Measurement Suite - Optimized for Embedded

To take full advantage of the processing power of the CompactRIO real-time controller, the NI Sound and Vibration Measurement Suite 2010 offers a host of "optimized for embedded" vibration monitoring VIs. This optimization ensures the efficient execution and real-time enforcement of the VIs while maintaining the level of accuracy required for industrial embedded monitoring applications.

These optimized vibration monitoring VIs take the more efficient 2D scaled single output of the waveform reference read VI and perform common vibration monitoring calculations such as spectrum, order tracking, envelope detection, limit testing, and even TDMS write functions complete with scaling information, sample rate, and time zero of the waveform segment. The use of the scaled array data type significantly reduces memory copies, allowing for an increase in efficiency as well as the removal of some unnecessary error checking. You can achieve further optimization by changing the data types from single to double as shown in Figure 2. In addition, you can move some of the signal processing to the FPGA.

Figure 2. LabVIEW Code Demonstrating the Use of Converting From the Scaled Single Data Type to Scaled Double for Improved Efficiency

Improvements in Execution Speed

By switching from the original data type to the new 2D array data type in Sound and Vibration Measurement Suite 2010, you can free up real-time CPU resources to analyze incoming data faster. With this faster analysis, the real-time controller can dedicate additional resources to analyzing even more channels. As noted in Table 2, all of the sound and vibration measurement tasks operate faster with the new 2D array data type, allowing for analysis of more channels at once. Note that even the most challenging computation, the Envelope Spectrum, has improved execution time by 50 percent, allowing for 50 percent more channels to be processed.

 

  Controller NI 9074/9014
(400 MHz)
NI 9022/9023
(533 MHz)
NI 9024/9025
(800 MHz)
Data Type Power Spectrum + Power in Band (sample rate of 25.6 kS/s)
2D array 18 channels 21 channels 30 channels
Original 10 channels 13 channels 19 channels
Envelope Spectrum (sample rate of 25.6 kS/s, bandwidth of 2k)
2D array 8 channels 11 channels 14 channels
Original 5 channels 7 channels 10 channels
Resampling + 3 Orders Tracking (sample rate of 25.6 kS/s, max order of 10)
2D array 18 channels 25 channels 32 channels
Original 4 channels 8 channels 11 channels

Table 2. Increased Analysis Capabilities of Using the 2D Array Data Type Featured in the Sound and Vibration Measurement Suite 2010

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3. Data Recording

It is regularly not enough to simply acquire and analyze data. Often the raw data – in addition to any calculated results that have already been processed – needs to be stored for later use. To provide a starting point for data recording applications, a reference architecture has been built around the CompactRIO Waveform Reference Library called the CompactRIO Vibration Data Logger Reference Library

To learn more about the reference architecture, see the related NI Developer Zone tutorial.

To explore how to further extend this data-logging reference architecture, read Condition Monitoring Example for Wind Turbines.

Figure 3. Example From the CompactRIO Vibration Data Logger Reference Design

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4. CompactRIO for Signal Processing and Data Recording

With the use of reference libraries developed by NI systems engineers, you can easily get your applications off to a quick start. These libraries not only handle a lot of the more complex FPGA coding but also introduce optimizations in the code that free up real-time CPU resources. These newly available resources help you increase application complexity, whether that be more advanced signal processing or data recording for later analysis.

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5. Related Links

Developer Zone Tutorial: Condition Monitoring Example for Wind Turbines

Developer Zone Tutorial: CompactRIO Waveform Reference Library

Developer Zone Tutorial: CompactRIO Vibration Data Logger Reference Design

Products and Services: CompactRIO

Products and Services: NI Distributed Machine Condition Monitoring System 

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