Effects of Simultaneous Temperature and Gear Loading on the Response of Concrete Airfield Pavements Serving the Boeing B-777 Aircraft
Publication: The 2020 Vision of Air Transportation: Emerging Issues and Innovative Solutions
Abstract
This paper focuses on the analyses of jointed concrete slabs under the simultaneous temperature gradient and Boeing 777 aircraft gear loadings. Using the results from the ILLI-SLAB finite element program, a comprehensive artificial neural network (ANN) model was trained for the different conditions of aircraft loading only, temperature loading only, and the simultaneous aircraft and temperature loading cases. Special consideration has been given to the loading of a typical jointed slab assembly under the tri-tandem type gear of the B-777 aircraft. In addition to various slab load locations (interior, corners, and two mid-span slab edges) and joint load transfer efficiencies, a wide range of realistic airfield slab thicknesses and subgrade supports have been considered as ANN input conditions. More than 5,600 ILLI-SLAB analyses have provided the design parameters and the pavement responses as inputs for training the ANN model. Comparing the ANN predictions to the ILLI-SLAB solutions validated the performance of the ANN model. The trained ANN model gave maximum bending stresses and maximum vertical deflections within an average absolute error of 1.4 percent of those obtained directly from the ILLI-SLAB analyses. A typical ANN run is about 0.3 million times faster than the ILLI-SLAB finite element solution. The use of an ANN-based design tool is deemed to be very effective for studying hundreds or thousands of "what if" scenarios for including the temperature effects in pavement design. A sample design is presented to illustrate how such an ANN-based design methodology can easily be applied in the pavement design process.
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© 2000 American Society of Civil Engineers.
History
Published online: Apr 26, 2012
ASCE Technical Topics:
- Aerospace engineering
- Air transportation
- Aircraft and spacecraft
- Airport and airfield pavements
- Airports and airfields
- Artificial intelligence and machine learning
- Computer programming
- Computing in civil engineering
- Concrete pavements
- Design (by type)
- Engineering fundamentals
- Highway and road design
- Infrastructure
- Load factors
- Measurement (by type)
- Neural networks
- Pavement design
- Pavements
- Sight distances
- Stress (by type)
- Structural analysis
- Structural design
- Structural engineering
- Temperature effects
- Temperature measurement
- Thermal loads
- Transportation engineering
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