Track-test Evaluation of Aerodynamic Drag Reducing Measures for Class 8 Tractor-Trailers
Why this work is in the frame
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Bibliographic record
Abstract
<div class="htmlview paragraph">Air resistance, after gross vehicle weight, is the largest factor responsible for vehicle energy loss and has an important influence on fuel consumption. The magnitude of aerodynamic drag is affected by the vehicle's shape, frontal area, and travel speed.</div> <div class="htmlview paragraph">This study aimed to evaluate several aerodynamic drag reduction measures applicable to class 8 tractor-trailer combinations. The tested aerodynamic devices included trailer aft body rear deflectors (boat tails), trailer skirts, gap deflectors, fuel tank fairings and truck rear-axle fenders. It also assessed the aerodynamic influence of opened doors on an empty wood chip van trailer on the fuel consumption of the tractor-trailer combination.</div> <div class="htmlview paragraph">The tests were conducted according to SAE J1321 Joint TMC/SAE Fuel Consumption Test Procedure - Type II. Testing took place on a closed test track at a fixed speed of 100 km/h, in order to eliminate the inconveniences of on-highway tests, such as the influences of traffic and the variation in driver response. The high-speed test track was a high-banked parabolic oval with a length of 6.4 km. The tests indicated that the influence on fuel consumption was less than 2% for fuel tank fairings, truck rear-axle fender, tractor-trailer gap deflector, and the opened doors on the empty chip van trailer. The test results showed up to 5% improvement in fuel consumption for the test vehicles equipped with boat tail devices, and up to 7% for the vehicles equipped with trailer skirts. For some of the tested devices, full-scale wind tunnel test results were available and comparisons were made between these results and track test results.</div> <div class="htmlview paragraph">Conservative estimations for Canadian transportation conditions show that some aerodynamic devices could bring annual greenhouse gas emissions reductions of four tonnes per vehicle. Combinations of different devices, such as trailer skirts and boat tails, would certainly increase the benefits. With payback periods ranging from 1.4 to 2.7 years, the majority of the tested aerodynamic devices represent viable measures to increase fuel efficiency and to reduce greenhouse gas emissions.</div>
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it