| Major Topics on this Page | ||
| 6.1 | Empirical Equation | |
| 6.2 | An Empirical Equation Design Utility | |
An empirical approach is one which is based on the results of experiments or experience. Generally, it requires a number of observations to be made in order to ascertain the relationships between input variables and outcomes. It is not necessary to firmly establish the scientific basis for the relationships between variables and outcomes as long as the limitations with such an approach are recognized. Specifically, it is not prudent to use empirically derived relationships to describe phenomena that occur outside the range of the original data used to develop the relationship. In some cases, it is much more expedient to rely on experience than to try to quantify the exact cause and effect of certain phenomena.
Many pavement design procedures use an empirical approach. This means that the relationship between design inputs (e.g., loads, materials, layer configurations and environment) and pavement failure were arrived at through experience, experimentation or a combination of both. Empirical design methods can range from extremely simple to quite complex. The simplest approaches specify pavement structural designs based on what has worked in the past. For example, local governments often specify city streets to be designed using a given cross section (e.g., 200 mm (8 inches) of PCC over 150 mm (6 inches) of crushed stone) because they have found that this cross section has produced adequate pavements in the past. More complex approaches usually develop empirical equations based on the results of experimentation. Some of this experimentation can be quite elaborate. For example, the empirical equations used in the 1993 AASHTO Guide are largely a result of the original AASHO Road Test.
This section describes the basics behind empirical design to include:
Empirical equations are used to relate observed or measurable phenomena with outcomes. There are many different types of empirical equations available today but this section will present the 1993 AASHTO Guide basic design equation for rigid pavements as an example. This equation is widely used and has the following form (see Figure 6.5 for the nomograph form):

| (these variables will be further explained in Section 4.1.2, Inputs) | |||||
|
where: |
W18 |
= |
predicted number of 80 kN (18,000 lb.) ESALs |
||
|
ZR |
= |
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|
So |
= |
combined standard error of the traffic prediction and performance prediction |
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| D | = | slab depth (inches) | |||
| pt | = | terminal serviceability index | |||
| DPSI | = | difference between the initial design serviceability index, po, and the design terminal serviceability index, pt | |||
|
|
= | modulus of rupture of PCC (flexural strength) | |||
| Cd | = | drainage coefficient | |||
| J | = | load transfer coefficient (value depends upon the load transfer efficiency) | |||
| Ec | = | Elastic modulus of PCC | |||
| k | = | modulus of subgrade reaction | |||
This equation is not the only empirical equation available but it does give a good sense of what an empirical equation looks like, what factors it considers and how empirical observations are incorporated into an equation. The rest of this section will discuss the specific assumptions, inputs and outputs associated with the 1993 AASHTO Guide flexible pavement empirical design equation. The following subsections discuss:
From the AASHO Road Test, equations were developed which related loss in serviceability, traffic, and pavement thickness. These equations were developed for the specific conditions of the AASHO Road Test and therefore involved some significant limitations:
The equations were developed based on the specific pavement materials and roadbed soil present at the AASHO Road Test.
The equations were developed based on the environment at the AASHO Road Test only.
The equations are based on an accelerated two-year testing period rather than a longer, more typical 20+ year pavement life. Therefore, environmental factors were difficult if not impossible to extrapolate out to a longer period.
The loads used to develop the equations were operating vehicles with identical axle loads and configurations, as opposed to mixed traffic.
For JPCP and JRCP, all transverse joints were the
same spacing. JPCP was 4.6 m (15 ft) and JRCP was 12.2 m (40 ft). All
transverse joints used
dowel bars.
All PCC was of the same mix design and used the same aggregate and portland cement.
In order to apply the equations developed as a result of the AASHO Road Test, some basic assumptions are needed:
When using the 1993 AASHTO Guide empirical equation or any other empirical equation, it is extremely important to know the equation's limitations and basic assumptions. Otherwise, it is quite easy to use an equation with conditions and materials for which it was never intended. This can lead to invalid results at the least and incorrect results at the worst.
The 1993 AASHTO Guide equation requires a number of inputs related to loads, pavement structure and subgrade support. These inputs are:
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|
where: |
Ec |
= |
PCC elastic modulus |
|
|
= |
PCC compressive strength |
If no compressive strength data are available (or cannot be assumed), assume Ec = 27,500 MPa (4,000,000 psi), which corresponds to a compressive strength of 34.5 MPa (5000 psi).
| Condition | J Factor | |
| Undoweled PCC on crushed aggregate surfacing | 3.8 | |
| Doweled PCC on crushed aggregate surfacing | 3.2 | |
| Doweled PCC on HMA (without widened outside lane) and tied PCC shoulders | 2.7 | |
| CRCP with HMA shoulders | 2.9 - 3.2 | |
| CRCP with tied PCC shoulders | 2.3 - 2.9 |
| WSDOT Rigid Pavement Empirical Design Guidance | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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There cannot be a "fixed list" of design inputs for use in the AASHTO Guide which can be applied to all WSDOT rigid pavement designs; however, some guidance is offered as a starting point in the design process (typical values and associated ranges; required decisions). Further, knowledge about these inputs will improve and undoubtedly change over time. Listed below are the WSDOT suggested design inputs for the 1993 AASHTO Guide rigid pavement empirical design equation:
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The 1993 AASHTO Guide equation can be solved for any one of the variables as long as all the others are supplied. Typically, the output is either total ESALs or the required slab depth (D). In design, the rigid pavement equation described in this chapter is typically solved simultaneously with the rigid pavement ESAL equation. The solution is an iterative process that solves for ESALs in both equations by varying the slab depth (D). The solution is iterative because the slab depth (D) has two key influences:
The slab depth (D) determines the total number of ESALs that a particular pavement can support. This is evident in the rigid pavement design equation presented in this section.
The slab depth also determines what the equivalent 80 kN (18,000 lb.) single axle load is for a given load.
Therefore, the slab depth (D) is required to determine the number of ESALs to design for before the pavement is ever designed. The iterative design process usually proceeds as follows:
Determine and gather rigid pavement design inputs (ZR, So, DPSI, pt, Ec, S'c, J, Cd and keff).
Determine and gather rigid pavement ESAL equation inputs (Lx, L2x, G)
Assume a slab depth (D).
Determine the equivalency factor for each load type by solving the ESAL equation using the assumed slab depth (D) for each load type.
Estimate the traffic count for each load type for the entire design life of the pavement and multiply it by the calculated ESAL to obtain the total number of ESALs expected over the design life of the pavement.
Insert the assumed slab depth (D) into the design equation and calculate the total number of ESALs that the pavement will support over its design life.
Compare the ESAL values in #5 and #6. If they are reasonably close (say within 5 percent) use the assumed slab depth (D). If they are not reasonably close, assume a different slab depth (D), go to step #4 and repeat the process.
This design utility solves the 1993 AASHTO Guide basic design equation for rigid pavements. It also supplies some basic information on variable descriptions, typical values and equation precautions.