Unattended Data Acquisition and Analysis provides the ability to gather, process, and interpret terabytes of data captured during months long, high-frequency tests of equipment on the fly. As a result of these deep dive testing and analysis methods, manufacturers are gaining invaluable snapshots of in the field stresses that can then be used to troubleshoot equipment failures, tweak product designs or even adjust validation tests to more accurately reflect real world environments. This long-term approach to field testing and analyzing off-highway and construction equipment provides engineers with a far more complete picture of the actual environment and stresses that lead to structural failures.
Employing sophisticated testing software, the system captures and streams data to a portable USB hard drive with on-board analysis results files and data plots uploaded to a cloud server. Within minutes of a data set being recorded results can be viewed or downloaded on a PC or mobile device. Allowing data to be remotely accessed, downloaded, and checked provides a whole new level of visibility and control. Furthermore the two-way communication process allows testing to be modified without visiting the site or interrupting the operation.
In the past testing was limited to collecting only low frequency data. Today, one might need to sample at a rate of 5,000 Hz (or 5,000 data samples per second). Now employing an unattended testing approach a tremendous amount of data can be sampled, up to 30 to 200 channels, taken over weeks or months and stored on the equipment for analysis. This has ramifications throughout a wide variety of industries: Off-Highway, Construction, Aerospace, Transportation, Medical and so on. In fact it’s difficult to imagine an industry where unattended testing will not have an impact.
As an example: The recent announcement of tighter Tier 4 Emission Standards sent the off-highway industry scrambling for answers.
Because engines and electronic emission control components are subject to different environmental, operating, and vibrations a way was needed to determine the best design for mounting the emission control system to the engine. Accurate long-term field data was needed to create baseline data for simulation, laboratory, mass table testing and accelerated testing. This proved to be an excellent application for unattended testing. With this detailed information, off highway manufacturers can incorporate the necessary changes to meet rigid emission standards without introducing new mechanical problems.
When testing a new line of off highway equipment, such as mining trucks, the manufacturer might want field data to enhance the design of a particular component. Hundreds of thousands of data points can be reduced from weeks of testing into a report that allows the manufacturer to quickly see rare events such as off-the-charts vibration levels that could potentially cause a failure. That point can be isolated in time to interrogate any of a hundred other channels recorded and do enough data mining to explore exactly what else was occurring in the vehicle to help pinpoint the problem.
Real-world operating data, collected in a product’s natural environment, continues to be the best source of baseline information needed to validate designs. Simulation applications allow designers to quickly and accurately evaluate a large number of design alternatives while ensuring that durability, quality, production and time-to-market targets will be met. The process is critical to ensure that components, sub-assemblies and assemblies are designed to meet the requirements for which they are intended and guard against over-design (resulting in excess material, weight, and cost) or under-design (leading to failure, safety issues and excessive warranty claims).
For manufacturers and suppliers in the off highway equipment industry, extended data sample sets provide a far more accurate representation of how a product will react to forces, vibrations, heat, fatigue and the occasional anomaly than data collected through a tight window. Unattended testing provides the solution to capturing the quantity and quality of data needed to drive today’s accelerated product development processes.