Torbic et al. 1 2 3 SUPERELEVATION DESIGN FOR SHARP HORIZONTAL CURVES ON STEEP GRADES Darren J. Torbic, Ph.D. (Corresponding Author) Principal Traffic Engineer MRIGlobal 2332 Raven Hollow Road State College, PA 16801 Phone: 814-237-8831 E-mail: [email protected] Eric T. Donnell, Ph.D., P.E. Associate Professor Department of Civil and Environmental Engineering The Pennsylvania State University 231 Sackett Building University Park, PA 16802 Phone: (814) 863-7053 Fax: (814) 863-7304 E-mail: [email protected] Alexander Brown Ph.D. Candidate Department of Mechanical and Nuclear Engineering The Pennsylvania State University 127 Hammond Building University Park, PA 16802 Phone: (814) 865-1345 E-mail: [email protected] Mitchell K. O’Laughlin, EIT Associate Traffic Engineer MRIGlobal 425 Volker Boulevard Kansas City, MO 64110 Phone: (816) 753-7600 E-mail: [email protected] Karin M. Bauer Principal Statistician MRIGlobal 425 Volker Boulevard Kansas City, MO 64110 Phone: (816) 360-5287 E-mail: [email protected] Sean N. Brennan, Ph.D. Associate Professor Department of Mechanical and Nuclear Engineering The Pennsylvania State University 157E Hammond Building University Park, PA 16802 Phone: (814) 863-2430 Fax: (814) 865-9693 E-mail: [email protected] 4 5 6 7 8 9 Submitted for presentation and publication consideration Transportation Research Board 93rd Annual Meeting Word Count: 6,098 Words + 6 figures/tables @ 250 words = 7,598 total words 10 November 2013 11 12 1 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 ABSTRACT The objective of this research was to develop superelevation criteria for sharp horizontal curves on steep grades. Field studies and vehicle dynamics simulations (point-mass, bicycle, and multibody) were undertaken to investigate combinations of horizontal curve and vertical grade design criteria. The vehicle dynamics simulations used AASHTO design criteria, in combination with the field-measured data, to investigate margins of safety against skidding and rollover for several vehicle types on sharp horizontal curves with steep grades. Results of the research found that, for a simple horizontal curve, the maximum rate of superelevation should not exceed 12 percent on a downgrade. If considering a maximum superelevation rate greater than 12 percent, a spiral curve transition is recommended. On upgrades of 4 percent and greater, the maximum superelevation rate should be limited to 9 percent for minimum-radius curves under certain conditions. The superelevation attained at the point of curve entry should be checked and compared to a lateral friction margin condition so that the lateral friction margin on curve entry is not less than the margin within the curve. On multilane highways the “STAY IN LANE” sign should be installed in advance of sharp horizontal curves on steep downgrades. INTRODUCTION Geometric design policy for horizontal curves is established in the American Association of State Highway and Transportation Officials’ (AASHTO) A Policy on Geometric Design of Highways and Streets (1), commonly known as the Green Book, and by the design manuals of individual highway agencies. These criteria are based on the physics of the interaction between vehicles and the roadway, as well as consideration of driver behavior. Horizontal curves designed in accordance with Green Book criteria, even minimum-radius curves, have been shown to provide a substantial margin of safety with respect to both vehicle skidding and rollover under normal circumstances for both passenger vehicles and trucks (2-4). Geometric design criteria for horizontal curves are based on a simple model that represents the vehicle as a point mass. Research (5) has shown that the vertical loads on tires, in particular on trucks, and the side friction supplied between the tires and pavement surface when traversing a horizontal curve vary dynamically and can be represented by more sophisticated models. Braking and tractive forces associated with vehicle maneuvering on grades also lead to variations between tires in vertical load and side friction supply. These variations in tire loads and vertical forces may lead to skidding or rollover at lateral accelerations less than those suggested by the point-mass model. Additional limitations of the point-mass model are noted by Easa and Abd El Halim (6). The variation in the side friction factor values and tire loads suggested by the point-mass model in the AASHTO Green Book are expected to increase for horizontal curves on steep grades, but this phenomenon has not been thoroughly investigated. Bonneson (7) conducted a preliminary investigation of this issue, and the results have been incorporated into the Green Book for horizontal curves on steep grades by suggesting that higher design speeds be assumed on highways with steep downgrades and adjusting the superelevation accordingly, but additional knowledge is needed to make such guidance more quantitative for specific combinations of curvature and grade. 2 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 The objective of this research was to develop superelevation criteria for sharp horizontal curves on steep grades. Both passenger cars and trucks were considered as were downgrades and upgrades. BACKGROUND Point-Mass Model AASHTO policy on horizontal curve design is based upon a point-mass model. From the laws of physics, consider a point mass traveling on a curve with a constant radius (R) and constant velocity (V). The point mass undergoes centripetal acceleration (ar) which acts towards the center of curvature: ar V2 R (1) 15 16 17 18 19 20 21 22 23 24 25 26 27 Assume the point mass is a vehicle. The acceleration is balanced by the side friction developed between the vehicle's tires and the pavement surface, the component of vehicle's weight acting parallel to the road due to superelevation, or a combination of both. Let the banking angle of the roadway be α (radians.). The superelevation (e) is typically defined by the rise (change in elevation) in feet per 100 feet across the road (i.e., in the transverse direction). Hence, e/100 = tan α. Three forces act on the point mass including the normal reaction from the road (N), the tire-pavement friction cornering force acting at the road towards the center of rotation (Fc), and the vehicle weight (W = mg, where m is the mass of the vehicle and g is the gravitational acceleration). Through a series of force balances, substitutions, and simplifications [refer to Torbic et al. (8) for full point-mass derivation), the resulting point-mass model used in horizontal curve design is as follows: 28 § · V2 R= ¨ ¸ © g ( f +0.01 e) ¹ (2) 29 30 31 32 The limiting factor for road design is the side friction factor f. Also, the superelevation rate for a curve will not exceed a maximum value selected by the designer. For a given design speed (VDS) of a roadway, practical lower limits on the radius of curvature, Rmin, are given by: 33 Rmin 2 34 35 36 37 VDS g f max 0.01 emax (3) Here, fmax is the maximum demand side friction factor, and emax is the maximum superelevation rate for a given design speed. AASHTO uses Equation 3 for determining the minimum radius of curvature. The basic side friction formula can be obtained by rearranging terms: 3 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 2 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 f VDS 0.01 e gR (4) In AASHTO policy, the side friction factor (f) represents the portion of lateral acceleration not balanced by superelevation. The term f represents a friction “demand” which must be resisted by the available friction “supply” generated at the tire-pavement interface. In addition, the unbalanced lateral acceleration creates an overturning moment on the vehicle that must be resisted by the vehicle’s roll stability. An inherent assumption in the AASHTO point-mass policy is that vehicles follow the curved path exactly. The tire-pavement interface can supply friction (ftire-pavement) to resist the tendency of the vehicle to skid due to lateral acceleration as the vehicle traverses a curve. From the point-mass model, the vehicle will skid if f > ftire-pavement, where ftire-pavement represents the maximum amount of friction that can be generated at the tire-pavement interface to counteract lateral acceleration and prevent skidding. Similarly, the vehicle will overturn if f > frollover, where frollover represents the maximum lateral acceleration that a vehicle can experience without overturning. frollover is referred to as the “rollover threshold” of the vehicle. Rollover thresholds are a characteristic of vehicle design and loading. Green Book design criteria for horizontal curves are not based on formal assumptions about the magnitudes of ftire-pavement and frollover. Rather, horizontal curve design is based on limiting the value of f to be less than or equal to a specified value, fmax, based on driver comfort levels (i.e., driver tolerance for lateral acceleration). A further assumption is that the values of fmax used in design have been selected such that fmax < ftire-pavement and fmax < frollover. The first criterion, fmax < ftire-pavement, is addressed in Green Book Figure 3-5, which shows that the values of fmax used in design are less than the values of ftire-pavement. The second criterion, fmax < frollover, is asserted but not demonstrated in the Green Book. Research (3,5) has shown that the assumptions of fmax < ftirepavement and fmax < frollover do appear to be generally applicable to both passenger vehicles and trucks for horizontal curves designed in accordance with AASHTO policy. Several research efforts have evaluated the adequacy of the point-mass model approach to horizontal curve design. Harwood and Mason (3) evaluated the geometric design policy for horizontal curves in the 1990 AASHTO Green Book which used separate friction factors for high-speed and low-speed design and concluded that existing high-speed design policy provides adequate margins of safety against skidding and rollover for both passenger vehicles and trucks as long as the design speed of the curve is selected realistically. It was recommended, however, that care be taken for curves with design speeds of 30 mph or less to assure that the selected design speed will not be exceeded, particularly by trucks. For minimum-radius horizontal curves designed in accordance with AASHTO low-speed criteria, AASHTO policy generally was found to provide adequate margins of safety against skidding and rollover for passenger vehicles traveling at the design speed, but for design speeds of 10 to 20 mph, minimum-radius curves may not provide adequate margins of safety for trucks with poor tires on a poor, wet pavement or for trucks with low rollover thresholds. Bonneson (9) estimated statistical models of curve speed and side friction demand and found that side friction demand decreased as curve approach speeds increased, while the side friction demand increased as the speed reduction between the curve approach speed and the speed at the mid-point of a horizontal curve increased. The side friction demand related to no speed reduction between the approach tangent and mid-point of a horizontal curve was proposed 4 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 as the desirable upper limit on maximum design side friction factors (fmax), while a speed reduction of 3 mph was proposed in consideration of traffic flow and construction cost. To assess the margin of safety for the proposed side friction demand factors, Bonneson (7) compared side friction supply for both slide and roll failure, to the proposed side friction demand factors. Results showed that grades, particularly steep upgrades, reduced the margin of safety, particularly for trucks. Other trends showed that roll failure is only observed in trucks on low-speed curves and that slide failure will occur prior to roll failure for passenger vehicles at any speed, and at higher speeds for trucks. Much of this research has formed the basis for horizontal curve transition design policy in the 2011 AASHTO Green Book. Eck and French (10) investigated issues faced by trucks traversing sharp horizontal curves on steep vertical grades in West Virginia. The authors indicated that, on downgrades, a portion of the friction supplied at the road-tire pavement interface is consumed by braking to maintain a constant speed. This reduces the margin of safety against lateral skidding, and this effect is more severe when braking. It was recommended that high rates of superelevation (e.g., up to 16 percent) make horizontal curves more forgiving on steep downgrades. Side Friction Supply Side friction supply (ftire-pavement) is the friction available between the pavement surface and vehicle tires to prevent skidding on a horizontal curve. The maximum side friction supply is utilized when a vehicle is at the point of impending sideways skid. Early work by Moyer (11) found that side friction supply factors decrease as vehicle speed increases. On wet Portland cement concrete pavements, Moyer showed that skidding side friction values ranged from approximately 0.73 at speeds as low as 2.5 mph, to 0.6 at 40 mph speeds. More recently Fancher et al. (12) reported average side friction supply for a variety of manufactured tires on dry and wet concrete pavements. The average side friction supply was 0.54 on dry concrete pavements and 0.467 on wet concrete pavements, both at 40 mph speeds. A wheel exhibits different performance characteristics depending on whether forces are in the lateral direction or longitudinal direction, the condition of the tires, whether an anti-lock braking system (ABS) is employed, and loading of the tires. The use of braking forces reduces the available lateral (side) friction, and the use of lateral (side) force reduces the available braking forces. This interrelationship between lateral and longitudinal forces is called the friction ellipse and represents the operating range of tire forces per Equation 5 (13): § Fy ¨ ¨F © y ,max 2 · § Fx ¸ ¨ ¸ ¨F ¹ © x ,max · ¸ ¸ ¹ 2 n2 d 1 (5) Fx is the tire’s longitudinal (braking) force, Fy is the tire’s lateral (side or cornering) force, and Fx,max and Fy,max are the maximum possible forces available in braking and cornering, respectively. The term n represents the total utilized friction, and has a value of 1 when the tires are at the friction limit. Values below 1 represent situations within the friction ellipse, whereas values above 1 are beyond the tire’s force capabilities. Thus, as long as the value of n is less than 1, the operating point (i.e., tire forces in x and y direction) lies inside the friction ellipse (i.e., the tire-pavement can generate required friction force). Equation 5 can be related to pavement friction values in the lateral and longitudinal directions. 5 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 METHDOLOGY The present study used a combination of field data, and analytical and vehicle dynamics simulation models to evaluate geometric design criteria for sharp horizontal curves on steep grades. The goal of the research was to develop recommended modifications to existing AASHTO design policy to improve conditions that may generate concerns at sharp horizontal curves on steep grades. Data from the field studies were used as both inputs (calibration) to the vehicle dynamics simulation models and to validate the simulation model output. The field studies included: x x x Speed and vehicle maneuver studies; Instrumented vehicle studies; and Friction testing. Speed and vehicle maneuver studies were completed at 20 sharp horizontal curves on grades of 4 percent or more, on freeways, other divided highways, and undivided highways. Data collection sites were identified in California, Maryland, Pennsylvania, Washington, and West Virginia. For site selection purposes a sharp horizontal curve was generally defined as a horizontal curve that, under current AASHTO policy, would require superelevation of at least 6 percent when designed with criteria applicable to a maximum superelevation rate of 8 percent (i.e., sites with above minimum-radius curves were included in the field studies). Sharp horizontal curves were also identified for inclusion in the field studies based on the presence of curve warning and/or advisory speed signs. Roadway features of the speed data collection sites are summarized in Table 1. Free-flow operating speed data for passenger cars and trucks were collected using laser guns. In general, speeds were measured approximately 500 ft prior to the beginning of a horizontal curve through the mid-point of the curve. Descriptive statistics of the speed data for both passenger cars and trucks were computed for each site. At multi-lane site locations, video data were recorded to document the direction, frequency (proportion of total traffic), and duration of vehicle lane change maneuvers. At five data collection sites a range of data were collected using an instrumented vehicle with a defense-grade Global Positioning System (GPS) coupled to a ring-laser-gyro Inertial Measurement Unit (IMU) that gives accurate absolute measures of position and orientation. In addition, a roof-mounted LIDAR sensor was used to collect cross-section measurements of the road surface. A camera was mounted to the dashboard of the vehicle and aligned so that the vanishing point of straight-line driving corresponds roughly to the center of the image. And finally, a steering angle sensor captured the driver’s steering inputs directly. The purpose of the instrumented vehicle study was to: 1. Measure the road geometry (i.e., grade, curvature, and cross-slope) of each site to confirm whether the instrumented vehicle-based road measurements were in agreement with information collected from roadway inventory files, roadway plan and profiles sheets, and field measurements (e.g., superelevation and vertical grades). 6 TRB 2014 Annual Meeting Paper revised from original submittal. TRB 2014 Annual Meeting Paper revised from original submittal. 2 1 MD MD1 PA WA WA WA WA PA2 WA1 WA2 WA3 WA4 WV WV WV3 WV4 Kern Kittitas Kittitas Kittitas Grant Jefferson Washington Washington Washington Garrett I-64 (EB) I-77 (NB) I-79 (SB) I-68 (WB) I-77 (SB) US 2 (EB) I-90 (EB) Kanawha Kanawha Kanawha Monongalia Mercer King Kittitas US 97 (NB) Kittitas I-82 (EB) I-82 (WB) I-82 (WB) I-90 (WB) I-80 (EB) I-79 (NB) I-68 (WB) I-68 (WB) I-68 (WB) SR 17 (SB) Santa Cruz SR 17 (NB) Santa Clara I-5 (NB) County Hancock West Hancock East Friendsville Scotts Valley Los Gatos Lebec Nearest city Vantage Brookville 49.7-50.5 76.5-78.0 2.05-2.5 9.9-10.6 20.6-21.4 Institute Cabin Creek Mink Shoals Cheat Lake Camp Creek Skykomish Ellensburg 131.48131.69 60.0-60.7 Ellensburg Ellensburg Ellensburg 162.7-163 21.75-22.5 4.00-4.63 15.14-15.94 Ellensburg 137.5-138 79.5-80.5 Interchange Washington I-70/I-79 72.5-73.5 74.5-75.0 5.5-7.0 10.3-9.7 2.0-3.0 1.6-2.1 MP Compound curve with four radii: 430 ft, 230 ft, 150 ft, and 310 ft. Upgrade sites. WV WV WV2 WV5 WV WA WA WV1 WA7 2 WA6 WA5 WA PA PA1 2 MD MD3 MD CA CA3 2 CA CA2 MD2 CA CA1 Site Route State (direction) 7 Freeway Freeway Freeway Freeway Freeway Multilane Freeway Two-lane Freeway Freeway Freeway Freeway Freeway Ramp Freeway Freeway Freeway Multilane Multilane Freeway Roadway type Table 1. Data Collection Sites and Site Characteristic Information. Torbic et al. −5.0 −5.2 −3.7 −5.7 −4.9 5.9 −2.9 6.0 −3.8 −5.0 −5.0 −4.9 −4.0 −5.0 −5.7 6.0 −4.1 −6.3 −6.2 −3.1 0.58 > 1.0 0.75 > 1.0 > 1.0 > 1.0 > 1.0 0.86 0.6 > 1.0 > 1.0 > 1.0 0.67 1.0 0.21 > 1.0 0.78 0.25 0.25 > 1.0 Length Grade of grade (%) (mi) 1,637 1,041 1,146 1,909 1,206 577 2,800 1,637 1,600 2,400 1,600 955 1,637 Comp 1 1,900 1,909 1,909 575 537 2,000 Curve radius (ft) 0.33 0.26 0.05 0.49 0.50 0.25 0.33 0.19 0.33 0.19 0.24 0.23 0.27 0.19 0.32 0.42 0.31 0.13 0.21 0.47 Curve length (mi) 7.2 8 8 7.8 8 10 7 2 5.8 7 10 9.3 8.3 6.25 4.5 5.5 6 8.8 12 2 Max. super (%) Present Present Present Present Present Present Absent Absent Absent Absent Absent Present Present Absent Absent Absent Absent Absent Absent Absent Spiral Left Right Left Left Left Left Right Left Right Right Left Right Left Right Right Right Left Left Right Left Curve direction Torbic et al. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 2. Obtain in-vehicle dynamics measurements (i.e., roll/pitch/yaw angles and rates) for comparison with simulation outputs to check the fidelity of the vehicle simulation software. 3. Measure continuous speed profiles of vehicles traversing the entire lengths of the data collection site (i.e., along the entire grade and curve) since laser gun measurements were collected primarily on the tangent approaching the curve and through the curve. The instrumented vehicle was driven behind free-flow vehicles in the traffic stream chosen randomly. Friction data were collected at eight data collection sites. Twenty-one friction measurements recorded at each site – nine on the approach tangent and twelve within the limits of the horizontal curve. The purpose of the friction testing was to establish friction supply (ftirepavement) values for tires on both passenger vehicles and trucks suitable for modeling a vehicle’s expected behavior on steep grades and through sharp horizontal curves. The friction data were used in conjunction with the simulation analyses to determine the difference between the AASHTO design friction curves (fmax) and the friction supply and demand (f based on operating speed) on representative grades and horizontal curves. Testing was performed in accordance with ASTM E1911-09a, Standard Test Method for Measuring Pavement Surface Frictional Properties Using the Dynamic Friction Tester (14). The friction data were used to generate friction supply curves for a range of speeds, vehicle types, and pavement types and conditions. The vehicle dynamics simulations were carried out in 11 sequential steps (Table 2). Three classes of passenger cars and three classes of trucks were considered in the analysis: Passenger Vehicles: Trucks: x x x x x x E-class sedan (i.e.,mid-class sedan) E-class SUV (i.e., mid-size SUV) Full-size SUV Single-unit truck Tractor semi-trailer truck Tractor semi-trailer/full-trailer truck (double) In referring to Table 2, several key terms must be defined, including: x x x Lateral Friction Margin: the difference between the available tire-pavement friction and the friction demand of the vehicle as it tracks the curve [i.e., side friction supply (ftire-pavement) − side friction factor (f)]. A positive margin indicates a vehicle can undergo additional lateral acceleration without skidding, while a negative margin indicates the vehicle tires will skid. Rollover Margin: Rollover margin is defined in the two ways: o The difference between the current lateral acceleration and the maximum lateral acceleration that a vehicle can experience without overturning. o The proximity of the load-transfer ratio to an absolute value of unity (e.g., how close an axle is to experiencing wheel lift). In both cases, a value of 0 indicates the onset of wheel lift. Transient Vehicle Behavior: when a driver changes the steering input on a vehicle (e.g., during transition from an approach tangent to a horizontal curve), the vehicle will 8 TRB 2014 Annual Meeting Paper revised from original submittal. TRB 2014 Annual Meeting Paper revised from original submittal. Define vehicles and maneuvers to use in non-point-mass models Predict wheel lift using quasistatic models Predict skidding of individual axles during steady-state behavior on a curve Predict skidding of individual axles during braking and lanechange maneuvers on a curve Predict skidding of individual axles during transient steering maneuvers and severe braking Predict skidding of individual wheels Predict wheel lift of individual wheels during transient maneuvers Analysis of upgrades 5 6 7 8 9 10 11 Description Define basic tire-pavement interaction model and estimate lateral friction margins against skidding in AASHTO’s current horizontal curve policy Define road geometries and variable ranges for use in subsequent steps Develop side friction demand curves and calculate lateral friction margins against skidding considering grade using the modified point-mass model 4 3 2 1 Step 9 Based on areas of concern (small positive or negative margins of safety) from Steps 3, 6, 7, and 8, use vehicle dynamics simulation software to predict skidding of individual vehicle wheels. Based on areas of concern (small positive or negative margins of safety) from Steps 3, 6, 7, and 8, use vehicle dynamics simulation software to predict wheel lift of individual vehicle wheels. Transient bicycle and multi-body models used to assess margins of safety against skidding and rollover. Passenger cars were assumed to maintain constant speed on the upgrade, while trucks were assumed to reach a crawl speed on the upgrade. Model from Step 7 was modified to determine if severe braking while traversing a sharp horizontal curve affects the ability of a vehicle to traverse a curve without skidding. Vehicle inertia properties, vehicle dimensions, and suspension data for six vehicle classes [mid-size sedan, mid-size SUV, full-size SUV, single-unit truck, tractor semitrailer truck, and tractor semi-trailer/full-trailer truck (double)]. Additionally, four deceleration scenarios (0, 3, 11.2 and 15 ft/sec2) were considered, as were various lane change maneuvers from field data. Analytical derivation of rollover margins for six vehicle classes based on horizontal curve, vertical grade, and superelevation scenarios defined in Step 2. Analytical derivation of friction demand for individual vehicle axles, accounting for vehicle type, vertical grade, superelevation and rate of deceleration. Both constant speed and constant braking (i.e., decelerating when approaching and within a curve) were considered. Same as step 6 input, except that braking, lane changes, and non-steady steering maneuvers were considered. Data from vehicle speed, maneuver, and instrumented vehicle studies were used in the simulations. Comparison of friction demand from models to Step 1 friction supply curves. Comparison of friction demand from models to Step 1 friction supply curves. Comparison of friction demand from models to Step 1 friction supply curves. Comparison of friction demand resulting from models to friction supply computed in Step 1. Additionally, the lateral skidding distances were computed, if negative margins of safety were determined. Comparison of friction demand resulting from models to friction supply computed in Step 1. Comparison of friction demand resulting from models to friction supply computed in Step 1. Rollover thresholds for vehicles considered in this research. Determination that, in subsequent simulation steps, that braking maneuvers would be initiated after the onset of the curve. Demand side friction curves from hypothetical geometries were compared to friction supply curves generated in Step 1 to compute margins of safety against vehicle skidding. Hypothetical geometries/scenarios to be considered in vehicle dynamics simulation models. Published literature; range of design speed, minimum radius, superelevation, vertical grade, and levels of vehicle deceleration from AASHTO Green Book; and field data. Hypothetical geometries in Step 2. Friction supply curves for different tire types, vehicle speeds, and pavement surface type and condition. Key Output / Results Field friction measurements from DF tester and CT meter. Input Table 2. Vehicle Dynamics Simulation Modeling Process. Torbic et al. Torbic et al. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 x enter the curve with motions that are initially unsteady (i.e., the spin of the vehicle, the yaw rate, will not at first match that of the curve), which is referred to as a “transient response.” Steady-State Vehicle Behavior: at the conclusion of the period of transient response resulting from a steering input change, the yaw rate of the vehicle will become constant, which is referred to as “steady-state response.” DATA Data needed to discuss the results of the analytical and simulation models are presented in this section of the paper. The reader is referred to Torbic et al. (8) for a complete summary of the speed, lane-change maneuver, and instrumented vehicle studies. This section of the paper describes the friction supply curves developed from the friction study, as well as the range of inputs considered in the hypothetical analytical and simulation modeling scenarios. Friction Data The goal of this analysis was to define reasonable estimates of the friction supply, ftire-pavement, as a function of speed, and to represent the values in a manner easily interpreted in terms of lateral friction margins against skidding. Vehicle dynamics literature contains an array of tire-pavement models, and the choice of the LuGre model (15) is a tradeoff between its comparatively high accuracy versus modest computational demands. The LuGre tire model requires input from the DF tester and CT meter (macro- and microtexture of the pavement surface), and converts these data to a longitudinal and lateral friction supply measure. In Figure 1, the mean and two standard deviations below the mean for the wet pavement maximum (i.e. point of impending skid) braking-only and cornering-only passenger car friction curves are shown compared to the AASHTO maximum side friction values (fmax) used in horizontal curve design, along with the same friction distribution curves for skidding friction during braking and corning. Figure 1 also shows the maximum and skidding friction supply curves for trucks. In all cases for the passenger car, the mean minus two standard deviation cornering friction supply curves are at least 0.3 above the AASHTO maximum design friction curves, while the mean cornering friction supply curves are at least 0.4 above the AASHTO maximum design friction curves. For trucks, the mean minus two standard deviation cornering friction supply curves are at least 0.28 above the AASHTO maximum design friction curves, while the mean cornering friction supply curves are at least 0.4 above the AASHTO maximum design friction curves. Road Geometries Used in Analytical and Simulation Models In Step 2 of the analytical and simulation modeling process, the range of superelevations, horizontal curve radii, side friction levels, and grades to be considered in the analysis were defined. Table 3-7 (Minimum Radius Using Limiting Values of e and f) in the 2011 Green Book provides a range of design values for consideration in this research, for example, design speeds range from 10 to 80 mph; maximum superelevations range from 4 to 12 percent; and maximum side friction factors range from 0.08 to 0.38. At minimum, it was important to investigate the full range of design values to sufficiently address the scope of this research. While the Green Book provides a range of hypothetical conditions to consider in the analytical and simulation models, 10 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 1 1 Skidding Friction Maximum Friction 0.9 mean braking 0.9 0.7 0.8 2stddev braking mean cornering Friction value (unitless) Friction value (unitless) 0.8 0.6 2stddev cornering 0.5 0.4 0.3 0.2 AASHTO 0.1 30 40 1 0.5 2stddev braking 2stddev cornering 0.4 0.3 AASHTO 0.1 70 0 80 30 40 AASHTO 50 60 Speed (mph) 70 80 Passenger Vehicles 2 3 1 1 Maximum Friction Skidding Friction 0.9 0.9 mean braking 0.8 0.7 0.6 Friction value (unitless) Friction value (unitless) 0.8 mean cornering 2stddev braking 2stddev cornering 0.5 0.4 0.3 0.2 AASHTO 0.1 0 30 40 4 0.7 0.6 70 mean cornering 2stddev braking 2stddev cornering 0.4 0.3 AASHTO AASHTO AASHTO 50 60 Speed (mph) mean braking 0.5 0.2 AASHTO 5 6 7 8 9 10 11 12 13 14 15 mean cornering AASHTO AASHTO 50 60 Speed (mph) mean braking 0.6 0.2 AASHTO 0 0.7 0.1 0 80 30 40 AASHTO 50 60 Speed (mph) 70 80 Trucks Figure 1. Wet-Pavement Friction Levels. (Left panels: Mean and two standard deviations below the mean for maximum wet-tire friction for braking and cornering directions based on field measurements; Right panels: Mean and two standard deviations below the mean for skidding wet-tire friction for braking and cornering directions based on field measurements) 11 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 1 2 3 4 5 geometric features of the field study sites (see Table 1) provided additional insights concerning the range of design practice. The range of design values considered in the analytical and simulation modeling included: x x x x 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 Curve radius (R): Curve design speed (VDS) (also, entry speed): Superelvation (e): Grade (G): Rmin, 0.8Rmin 25 to 85 mph (5-mph interval) 0, 4% to 16% (1% interval) 0, 4% to 9% (1% interval) (downgrades and upgrades) For analysis of the hypothetical geometries, speeds/decelerations of the vehicles also had to be defined. Four speeds/deceleration levels were selected for analyses: x x x x No deceleration (0 ft/s2) (i.e., constant speed) Curve entry deceleration (−3 ft/s2) based on research by Bonneson (7) and confirmed in the speed field studies for the present study Deceleration rates used in calculating stopping sight distance (i.e., −11.2 ft/s2) Deceleration rates assumed for emergency braking maneuvers (i.e., −15 ft/s2) (analyzed for select cases) For the variations in the minimum design radius, reducing the design radius from Rmin to 80 percent of Rmin can either be analyzed as a geometric change, a speed change, or a friction change. This is best understood by considering the point-mass model on which the AASHTO policy is based, and considering a horizontal curve with no superelevation. From Equation 3, if the speed is kept the same while the radius is reduced by 80 percent, then the acceleration would be balanced if the demanded friction and superelevation are both increased by a factor of 1/0.8, or 1.25. Similarly, the effect of decreasing the radius by 0.8 and keeping the speed fixed is equivalent to increasing the speed by 11.8 percent (the square-root of 1/0.8) and keeping the radius fixed. For horizontal curves without superelevation, the right-side of the equation is simply the demanded friction. In this case, a decrease in radius by 0.8 requires an increase in demand friction by 1.25. This corresponds to forcing a systematic downward shift of the friction margins for the Rmin case to the 0.8 Rmin. Thus interpretation of the reduced-radius case can be used to understand outcomes for situations of overspeed, low superelevation, or reduced friction margins. FINDINGS Several general results from the study are presented here, as well as the specific findings that were used to develop geometric design guidance for sharp horizontal curves on steep grades. General Findings With regards to general findings, the following results were reached for all modeling scenarios considered: 12 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 x x x x x x The AASHTO Green Book maximum side friction factors (fmax) used in horizontal curve design are below friction supply curves for lateral (cornering) and longitudinal (braking) directions, for both passenger vehicles and trucks, for design speeds greater than 20 mph. Thus, current horizontal curve design policy appears to provide reasonable lateral friction margins against skidding in most situations. However, the more complex vehicle dynamics models (i.e., the transient bicycle and multi-body models) indicate the pointmass model generally overestimates the margins of safety against skidding and rollover across all vehicle types. There is no concern of a passenger vehicle rolling over while traveling at the design speed on a sharp horizontal curve with a steep downgrade, when designed according to current AASHTO Green Book policy. On downgrades, the lowest margins of safety against skidding and rollover generally occur at design speeds of 40 mph and lower for all vehicle types. This appears to be the result of higher side friction factors used in design for horizontal curves with lower design speeds. When maintaining a vehicle operating speed at or near the design speed on a horizontal curve, grade and maximum superelevation rate (emax) appear to have little effect on the margins of safety against skidding and rollover for all vehicle types. Based on current AASHTO Green Book horizontal curve-superelevation design policy, a vehicle that performs an emergency braking maneuver (−15 ft/s2 deceleration) on a steep downgrade-horizontal curve combination will likely skid off the roadway in many cases if the vehicle is not equipped with anti-lock braking systems (ABS). The method used in the current AASHTO Green Book policy to distribute superelevation and side friction on tangent-curve transitions is adequate and produces positive margins of safety against skidding and rollover for all vehicle types on horizontal curves designed using maximum superelevation and minimum curve radii. However, the superelevation attained at the point of curve entry should be checked and compared to the lateral friction margin condition below so that the lateral friction margin on the curve entry is not less than the margin within the curve: e 1 V2 u 100 1 ptangent gR (6) 31 32 33 34 35 36 37 where: e = superelevation at PC of horizontal curve; ptangent = proportion of the maximum superelevation attained at the PC of horizontal curve; V = design speed (ft/s); g = gravitational constant (32.2 ft/s2); R = radius of horizontal curve (ft). 38 39 40 41 42 43 If the condition presented above is met, the superelevation transition may be placed as indicated in Green Book Table 3-18. If the condition presented above is not met, designers should reduce the proportion of the maximum superelevation attained at the PC of the horizontal curve, or introduce a spiral transition curve between the approach tangent and simple horizontal curve. Based on a sensitivity analysis, the condition above is satisfied for maximum superelevation/minimum radius curves for all design speeds. 13 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. However, the condition above may be violated when using greater than minimum horizontal curve radii. If the condition is not met, it is recommended that a lower proportion of the superelevation runoff (e.g., 70 percent) be introduced prior to horizontal curve entry. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 Specific Findings Several findings from the analytical and simulation modeling suggest that certain vehicle types or driver behavior (i.e., rate of deceleration entering horizontal curves or lane-change maneuvers) produce negative margins of safety against skidding or rollover on sharp horizontal curves with steep grades. A discussion of these findings is provided below: x x Steep vertical downgrade-sharp horizontal curve combinations that necessitate braking to maintain a constant speed (and maintain lane position) from the approach tangent through a horizontal curve for a passenger car sedan have large margins of safety against skidding (> 0.33) for design speeds ranging from 25 to 85 mph (Figure 2). Similarly, positive margins of safety against skidding (> 0.23) for passenger cars that decelerate at a rate of −3 ft/s2 (curve entry deceleration) or at a rate of −11.2 ft/s2 (stopping sight distance deceleration) exist for all design speed-downgrade combinations considered in the present study. Deceleration rates of −15 ft/s2 (emergency braking) produce negative margins of safety for many design speeds for vertical downgrade-sharp horizontal curve combinations when the passenger car sedan enters the horizontal curve. Similar findings were produced for the mid-size and full-size SUV vehicle types. The emergency braking maneuver, however, does not seem likely to occur with sufficient frequency to constitute a reasonable basis for design. Steep vertical downgrade-sharp horizontal curve combinations that necessitate braking for a single-unit truck to maintain a constant speed (and maintain lane position) from the approach tangent through a horizontal curve have large margins of safety against skidding (> 0.25) for design speeds ranging from 25 to 85 mph (Figure 3). Similarly, margins of safety against skidding for the single-unit truck that decelerates at a rate of −3 ft/s2 exceed 0.10 for all design speeds for vertical downgrade-sharp horizontal curve combinations considered in the present study. Based upon the steady-state and transient bicycle models, when single-unit trucks must decelerate at a rate of −11.2 ft/s2 (stopping sight distance braking) or a rate equivalent to emergency braking (−15 ft/s2), significant negative margins of safety against skidding result across all design speed-downgrade combinations considered in the present study. However, based on multi-body model analyses for deceleration rates of −11.2 ft/s2 and −15 ft/s2 by a single-unit truck on a curve, the single-unit truck is able to maintain control on the curve when equipped with antilock braking systems (ABS). 40 14 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. Constant Speed, ax = 0 ft/s 2 Constant Speed, ax = 0 ft/s 2 0.4 Curve Entry Decel, ax = -3 ft/s 2 Minimum Fy Margin Minimum Fy Margin 0.4 0.3 SSD Decel, ax = -11 ft/s 2 0.2 Emergency Decel, ax = -15 ft/s 2 0.1 0 -0.1 40 0.3 SSD Decel, ax = -11 ft/s 2 Emergency Decel, ax = -15 ft/s 2 0.2 0.1 0 Grade = 0% Intermediate grades Grade = -9% 30 Curve Entry Deceleration, ax = -3 ft/s 2 Grade = 0% Intermediate grades Grade = -9% E-Class Sedan, e = 0% 50 60 70 -0.1 80 30 70 80 0.4 Curve Entry Decel, ax = -3 ft/s 2 Minimum Fy Margin Minimum Fy Margin 60 Constant Speed, ax = 0 ft/s 2 0.4 0.3 SSD Decel, ax = -11 ft/s 2 0.2 0.1 Emergency Decel, ax = -15 ft/s 2 0 -0.1 50 Speed (mph) Constant Speed, ax = 0 ft/s 2 30 40 Curve Entry Decel, ax = -3 ft/s 2 0.3 SSD Decel, ax = -11 ft/s 2 0.2 Emergency Decel, ax = -15 ft/s 2 0.1 0 Grade = 0% Intermediate grades Grade = -9% Grade = 0% Intermediate grades Grade = -9% E-Class Sedan, e = 16% 50 60 70 -0.1 80 Speed (mph) 2 3 4 5 6 7 8 40 Speed (mph) 1 E-Class Sedan, e = 0% 30 40 E-Class Sedan, e = 16% 50 60 70 80 Speed (mph) Figure 2. Lateral Friction Margins from Steady-State Bicycle (left) and Transient Bicycle (right) Models for E-Class Sedan (G = 0 to −9%, e = 0 and 16%) (ax = 0, −3, −11, and −15 ft/s2) 15 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. Constant Speed, ax = 0 ft/s 2 Minimum Fy Margin Minimum Fy Margin 0.3 0.2 Curve Entry Decel, ax = -3 ft/s 2 0.1 (not shown) SSD Decel, ax = -11 ft/s 2 (from -0.11 to -0.36) (not shown) Emergency Decel, ax = -15 ft/s 2 (from -0.14 to -0.55) 0 -0.1 Constant Speed, ax = 0 ft/s 2 0.4 0.4 40 0.2 Curve Entry Decel, ax = -3 ft/s 2 0.1 (not shown) SSD Decel, ax = -11 ft/s 2 (from -0.15 to -0.36) (not shown) Emergency Decel, ax = -15 ft/s 2 (from -0.24 to -0.54) 0 Grade = 0% Intermediate grades Grade = -9% 30 0.3 Grade = 0% Intermediate grades Grade = -9% Single Unit Truck, e = 0% 50 60 70 -0.1 80 30 40 50 0.4 0.2 Curve Entry Decel, ax = -3 ft/s 2 0.1 (not shown) SSD Decel, ax = -11 ft/s 2 (from -0.11 to -0.36) (not shown) Emergency Decel, ax = -15 ft/s 2 (from -0.14 to -0.55) -0.1 30 40 0.3 0.2 Curve Entry Decel, ax = -3 ft/s 2 0.1 (not shown) SSD Decel, ax = -11 ft/s 2 (from -0.24 to -0.34) (not shown) Emergency Decel, ax = -15 ft/s 2 (from -0.30 to -0.50) Grade = 0% Intermediate grades Grade = -9% Single Unit Truck, e = 16% 50 60 80 Constant Speed, ax = 0 ft/s 2 0 70 -0.1 80 30 40 50 60 70 80 Speed (mph) Speed (mph) 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 Minimum Fy Margin Minimum Fy Margin 0.3 Grade = 0% Intermediate grades Grade = -9% 70 Single Unit Truck, e = 16% Constant Speed, ax = 0 ft/s 2 0.4 0 60 Speed (mph) Speed (mph) 1 Single Unit Truck, e = 0% Figure 3. Lateral Friction Margins from Steady-State Bicycle (left) and Transient Bicycle (right) Models for Single-Unit Truck (G = 0 to −9%, e = 0 and 16%) (ax = 0, −3, −11, and −15 ft/s2). 16 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 x x Steep vertical downgrade-sharp horizontal curve combinations that necessitate braking for a tractor semi-trailer to maintain a constant speed (and maintain lane position) from the approach tangent through a horizontal curve have large margins of safety against skidding (> 0.28) for design speeds ranging from 25 to 85 mph (Figure 4). Similarly, margins of safety against skidding for a tractor semi-trailer that decelerates at a rate of −3 ft/s2 exceed 0.26 for all design speeds for vertical downgrade-sharp horizontal curve combinations considered in the present study, and when a tractor semi-trailer must decelerate at a rate of −11.2 ft/s2, the margins of safety exceed 0.11. For emergency braking (−15 ft/s2), a tractor semi-trailer will experience negative lateral friction margins at low design speeds (e.g., 35 mph or less). However, the emergency braking scenario does not seem likely to occur frequently enough to constitute a reasonable basis for design. The margins of safety against skidding were slightly higher for the tractor semitrailer/full-trailer truck when compared to the tractor semi-trailer When vehicles change lanes towards the inside of a horizontal curve, the margins of safety against skidding decrease considerably for all vehicle types. When lane changing occurs during a stopping sight distance or emergency braking maneuver, all vehicles exhibited negative margins of safety against skidding. For those situations (i.e., combinations of horizontal curvature, grade, and vehicle maneuvers) in which the transient bicycle model predicted skidding (i.e., negative lateral friction margins), the multi-body model showed that if a vehicle has ABS, and the driver properly responds to minor lateral skidding, then the vehicle can maintain its intended path. The case of a tractor semi-trailer without ABS need not be considered because all tractor semi-trailers are mandated to have ABS. CONCLUSIONS The following conclusions were drawn from the combined field studies and analytical and simulation modeling efforts in the present study: x x For a simple horizontal curve, the maximum rate of superelevation (emax) should not exceed 12 percent on a downgrade. If considering a maximum superelevation rate greater than 12 percent, a spiral curve transition is recommended to increase the margins of safety against skidding between the approach tangent and horizontal curve. On upgrades of 4 percent and greater, the maximum superelevation rate should be limited to 9 percent for minimum-radius curves with design speeds of 55 mph and higher, to avoid the possibility of wheel lift events. Alternatively, if it can be verified that the available sight distance is such that deceleration at −11.2 ft/s2 is unlikely to be required on upgrades of 4 percent or more (i.e., the available sight distance is greater than minimum stopping sight distance design values), emax values up to 12 percent may be used for minimum-radius curves. For horizontal curve design, the superelevation attained at the point of curve entry should be checked and compared to the lateral friction margin condition (i.e., Equation 6) so that the lateral friction margin on curve entry is not less than the margin within the curve. 17 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. MarginsManyGradesOneEAllAccelsSS, 2-sig,no lanechange, ax=0 to 15,G=-9 to 0,e=0. TractorTrailer. Constant Speed, ax = 0 ft/s 2 Constant Speed, ax = 0 ft/s 2 Curve Entry Decel, ax = -3 ft/s 2 0.4 SSD Decel, ax = -11 ft/s 2 0.3 Emergency Decel, ax = -15 ft/s 2 0.2 0.1 0 -0.1 30 40 0.3 SSD Decel, ax = -11 ft/s 2 0.2 Emergency Decel, ax = -15 ft/s 2 0.1 0 Grade = 0% Intermediate grades Grade = -9% Grade = 0% Intermediate grades Grade = -9% Tractor Trailer, e = 0% 50 60 70 -0.1 80 30 40 Minimum Fy Margin Minimum Fy Margin 0.4 Curve Entry Decel, ax = -3 ft/s 2 0.3 SSD Decel, ax = -11 ft/s 2 0.2 0.1 Emergency Decel, ax = -15 ft/s 2 0 -0.1 40 50 60 70 80 Tractor Trailer, e = 16% Curve Entry Decel, ax = -3 ft/s 2 0.3 SSD Decel, ax = -11 ft/s 2 0.2 Emergency Decel, ax = -15 ft/s 2 0.1 Grade = 0% Intermediate grades Grade = -9% Tractor Trailer, e = 16% 70 -0.1 80 Speed (mph) 2 60 0 Grade = 0% Intermediate grades Grade = -9% 30 50 Constant Speed, ax = 0 ft/s 2 Constant Speed, ax = 0 ft/s 2 0.4 Tractor Trailer, e = 0% Speed (mph) Speed (mph) 1 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 Minimum Fy Margin Minimum Fy Margin 0.4 Curve Entry Decel, ax = -3 ft/s 2 30 40 50 60 70 80 Speed (mph) Figure 4. Lateral Friction Margins from Steady-State Bicycle (left) and Transient Bicycle (right) Models for Tractor Semi-Trailer (G = 0 to −9%, e = 0 and 16%) (ax = 0, −3, −11, and −15 ft/s2). x x For sharp horizontal curves (or near minimum-radius curves) on downgrades of 4 percent or more, the “STAY IN LANE” sign (R4-9) [MUTCD, 2009] should be installed in advance of the curve on multilane highways. Consideration may also be given to using solid white lane line markings to supplement the R4-9 sign. Sharp horizontal curves (or near minimum-radius curves) on downgrades of 4 percent or more should not be designed for low design speeds (i.e., 30 mph or less). In the event that such situations cannot be avoided, warning signs to reduce speeds well in advance of the start of the horizontal curve should be used. The present study investigated a variety of horizontal curve-vertical grade combinations that may be encountered on multi-lane divided and undivided highways, two-lane highways, and ramps. Both high- and low-speed design scenarios were considered for a variety of vehicle and pavement surface types and conditions. Future research should consider horizontal curve design for low-speed design. Although not the primary focus of the present study, the vehicle dynamics simulations performed in the study found that, for design speeds of 10 and 15 mph, the 18 TRB 2014 Annual Meeting Paper revised from original submittal. Torbic et al. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 maximum side friction factors (fmax) used for horizontal curve design (0.38 and 0.32 for 10 mph and 15 mph, respectively) exceed truck rollover thresholds. Future research should also include simulation modeling with tanker trailers. Existing commercial vehicle simulation models do not have the capability to simulate the dynamic effects of liquid sloshing in a tank trailer, so this research question is particularly challenging at present. Future research should be directed at collecting information concerning the relative propensity of emergency braking maneuvers under normal travel conditions to determine to what extent these should be considered in horizontal curve-vertical grade geometric design policy. Naturalistic driving studies may provide the opportunity to collect these data. The margins of safety against skidding and rollover are generally lowest for horizontal curves with low design speeds (40 mph or lower). This suggests that the difference between friction demanded by vehicles in relation to design side friction factors (fmax) is lower at low design speeds relative to higher design speeds. Because design side friction factors are based on driver comfort levels, future research should be directed at reconciling comfort thresholds acceptable to drivers on horizontal curves to the friction limits predicted by vehicle dynamic simulations. ACKNOWLEDGEMENT The authors wish to acknowledge the National Cooperative Highway Research Program, which sponsored this research under Project 15-39. Further, the authors wish to thank the State Departments of Transportation of California, Maryland, Pennsylvania, Washington, and West Virginia for their assistance in this research. REFERENCES 1. American Association of State Highway and Transportation Officials. A Policy on Geometric Design of Highways and Streets, Washington, D.C., 2011. 2. Harwood, D. W., J. M. Mason, W. D. Glauz, B. T. Kulakowski, and K. Fitzpatrick. Truck Characteristics for Use in Highway Design and Operation. Vol. I. Research Report, Report No. FHWA-RD-89-226, 1989. 3. Harwood, D. W. and J. M. Mason. Horizontal Curve Design for Passenger Cars and Trucks. Transportation Research Record 1445, Transportation Research Board, Washington, D.C., 1994, pp. 22-33. 4. Harwood, D. W., D. J. Torbic, K. R. Richard, W. D. Glauz, and L. Elefteriadou. NCHRP Report 505: Review of Truck Characteristics as Factors in Roadway Design. Transportation Research Board, Washington, D.C., 2003. 5. MacAdam, C.C., P.S. Fancher, and L. Segel. Side Friction for Superelevation on Horizontal Curves. Final Technical Report Volume II, Report No. UMTRI-85-18-2, University of Michigan Transportation Research Institute, 1985. 6. Easa, S.M. and A. Abd El Halim. Radius Requirements for Trucks on Three-Dimensional Reverse Horizontal Curves with Intermediate Tangents. Transportation Research Record: Journal of the Transportation Research Board, No. 1961, Transportation Research Board of the National Academies, Washington, D.C., 2006, pp. 83-93. 7. Bonneson, J.A. 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