A Neural Network Approach to Fluid Quantity Measurement in by Edin Terzic, Jenny Terzic, Romesh Nagarajah, Muhammad

By Edin Terzic, Jenny Terzic, Romesh Nagarajah, Muhammad Alamgir

Sloshing factors liquid to vary, making exact point readings tough to procure in dynamic environments. The dimension method defined makes use of a single-tube capacitive sensor to procure a right away point studying of the fluid floor, thereby competently picking out the fluid volume within the presence of slosh. A neural community dependent type approach has been utilized to foretell the particular volume of the fluid contained in a tank below sloshing stipulations.

In A neural community method of fluid volume size in dynamic environments, results of temperature diversifications and illness at the capacitive sensor are mentioned, and the authors suggest that those results is usually eradicated with the proposed neural community dependent category procedure. to ascertain the functionality of the type process, many box trials have been performed on a working motor vehicle at a number of tank quantity degrees that variety from five L to 50 L. The effectiveness of sign enhancement at the neural community dependent sign category approach is usually investigated. effects got from the research are in comparison with often used statistical averaging equipment, and proves that the neural community dependent size procedure can produce hugely actual fluid volume measurements in a dynamic surroundings. even supposing hence a capacitive sensor was once used to illustrate dimension procedure this technique is legitimate for all sorts of digital sensors.

The procedure confirmed in A neural community method of fluid volume dimension in dynamic environments can be utilized to a variety of fluid volume dimension purposes within the car, naval and aviation industries to supply actual fluid point readings. scholars, academics, and specialists will locate the outline of present learn approximately exact fluid point size in dynamic environments utilizing neural community technique useful.

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A Neural Network Approach to Fluid Quantity Measurement in Dynamic Environments

Sloshing reasons liquid to vary, making actual point readings tough to procure in dynamic environments. The size method defined makes use of a single-tube capacitive sensor to acquire an immediate point interpreting of the fluid floor, thereby effectively identifying the fluid volume within the presence of slosh.

Extra info for A Neural Network Approach to Fluid Quantity Measurement in Dynamic Environments

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7.. Avallone, E. , I. I. I. (1996). Marks’ standard handbook for mechanical engineers. New York: McGraw-Hill. 8. , Kim, K. , Choi, H. , & Konyo, M. (2007). Active polymers: An overview. In K. J. Kim & S. ), Electroactive polymers for robotic applications: Artificial muscles and sensors (p. 18). London: Springer. 9. Fischer-Cripps, A. C. (2002). Newnes interfacing companion. Oxford: Newnes. 10. , & Kong, W. L. (1999). Capacitive sensors—displacement. In J. G. ), The measurement, instrumentation, and sensors handbook.

Water content leads to corrosion in the brake system components. The on-line monitoring of oil quality and level eliminates the inconvenience to check brake fluid manually. It makes the vehicles safer and avoids additional waste by providing a more scientific maintenance interval. Shida et al. [37] described a method for on-line monitoring of the liquid level and water content of brake fluid using an enclosed reference probe as the capacitive sensing component. The probe has an enclosed cavity at the end which is designed to hold fresh brake fluid as an on-line reference.

By grouping the electrodes, each electrode group can then be alternately switched as a measurement electrode. At least one of the other respective electrode groups will be switched as the counter electrode to the definable reference potential by the switching device [23]. The signals induced on the cable or wire connecting a probe could disturb the analogue measurement signal. The signal disturbances can be caused by an external electromagnetic field, such as generated by a vehicle radio set. To reduce these disturbances, the use of coaxial cables is often preferred [24].

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