mathematical model: finding the sweet spot of a baseball bat · when the ball hits at the end of...

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Thaksha Kulahan, Bob Tian, Kai Yang Page 1 of 16 Mathematical Model: Finding the Sweet Spot of a Baseball Bat Thaksha Kulahan Bob Tian Kai Yang University of Toronto Our approach to the problem is the conservation of energy. The sweet spot should be the location where maximum energy is transferred to the ball so that the ball attains best performance. Although hitting at the end gives you the greatest torque that gives you greatest force and greatest acceleration but high torque also means high rotational force on the handle which causes the handle to shake. Since hitters are human, their arms cannot be perfectly rigid when the ball hits at the end of the bat, so there will be some energy loss due to the movement of the bat because the ball does not hit on the center of percussion of the bat. Also the end of the bat is an anti-node of the bat which means hitting on the end of bat causes the greatest vibration, which is another place you lose energy. Given a math model, our goal is to find the center of percussion where the movement of the bat is minimized and a point near the node of fundamental mode of the bat where the vibration of the bat is minimized. And hence, the sweet spot should be in between the center of percussion and the point to minimize vibration so that the total energy loss it minimized. We will find the sweet spot first in terms of different models and then we will discuss what corking would do to our model and the impact of different material of the bat. I) The location of the sweet spot 1) A simple model

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Page 1: Mathematical Model: Finding the Sweet Spot of a Baseball Bat · when the ball hits at the end of the bat, so there will be some energy loss due to the movement of the bat because

Thaksha Kulahan, Bob Tian, Kai Yang Page 1 of 16

Mathematical Model:

Finding the Sweet Spot of a Baseball Bat

Thaksha Kulahan

Bob Tian

Kai Yang

University of Toronto

Our approach to the problem is the conservation of energy. The sweet spot should be the

location where maximum energy is transferred to the ball so that the ball attains best

performance. Although hitting at the end gives you the greatest torque that gives you greatest

force and greatest acceleration but high torque also means high rotational force on the handle

which causes the handle to shake. Since hitters are human, their arms cannot be perfectly rigid

when the ball hits at the end of the bat, so there will be some energy loss due to the movement

of the bat because the ball does not hit on the center of percussion of the bat. Also the end of

the bat is an anti-node of the bat which means hitting on the end of bat causes the greatest

vibration, which is another place you lose energy. Given a math model, our goal is to find the

center of percussion where the movement of the bat is minimized and a point near the node of

fundamental mode of the bat where the vibration of the bat is minimized. And hence, the sweet

spot should be in between the center of percussion and the point to minimize vibration so that

the total energy loss it minimized. We will find the sweet spot first in terms of different models

and then we will discuss what corking would do to our model and the impact of different

material of the bat.

I) The location of the sweet spot

1) A simple model

Page 2: Mathematical Model: Finding the Sweet Spot of a Baseball Bat · when the ball hits at the end of the bat, so there will be some energy loss due to the movement of the bat because

Thaksha Kulahan, Bob Tian, Kai Yang Page 2 of 16

We would start with an easier model to illustrate our idea. After a close inspection on how

batter hits the ball, we observe that the pivot of the bat is the wrist of the batter. Since the part

of the bat below the pivot is negligible, we would just consider the part of the baseball bat above

the pivot. Let us take our bat as a uniform cylinder with length L and radius R and density ρ,

centered at the origin which is the pivot.

When the ball strikes the bat, it will cause two motions in the bat depending on the

point it is struck. The rotational velocity rω, and the translational velocity u. The two velocities

are against each other, and so the difference of the two will be the final velocity of v the bat due

to the ball. We can account for the energies lost due to this velocity v. Here, r is the distance of

the centre of gravity to the pivot.

v = u – rω

Differentiate it with respect to time t:

d is the distance from the pivot the point of interaction. F is the force between the baseball and

the bat. Torque dF is moment of inertia times angular acceleration

.

Hence we have:

According to Newton’s second law, where m is the mass of the bat.

Sub ② ③ into ①, we have

Integrate on both sides, we have

is the impulse experienced by the baseball.

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Thaksha Kulahan, Bob Tian, Kai Yang Page 3 of 16

When the difference between the rotational and transitional velocity is 0, this portion of kinetic

energy is not dissipated. And d* that make v 0 is the distance from the pivot to the center of

percussion. To derive the formula for center of percussion, we let the left hand side to be 0.

Hence,

Calculation of moment of inertia:

where is the distance from the pivot to a point in the cylinder.

We evaluate the triple integral in cylindrical coordinate,

For a uniform rod the center of gravity would be just at L/2.

The energy lost to shaking the bat Ec by hitting the ball at position x would be:

The node of fundamental frequency of a uniform cylinder would be

the node of the

second harmonic would be

, since the first two harmonics capture the majority of the energy

of the vibration we simply ignore energy of harmonics of higher orders. The mid-point of the

node of fundamental mode and second harmonic is

, but the point to minimize vibration

should be closer to the node of fundamental mode. Hence the point where the vibration of the

bat caused by collision is minimized would be in the interval

. Since the boundaries are

really close, we might take the mean of the interval

as the point to minimize vibration, but

Page 4: Mathematical Model: Finding the Sweet Spot of a Baseball Bat · when the ball hits at the end of the bat, so there will be some energy loss due to the movement of the bat because

Thaksha Kulahan, Bob Tian, Kai Yang Page 4 of 16

where exactly the point to minimize vibration of the bat is left to be examined.

Ideally we would be able to figure out mathematically how much energy will be lost if we do not

hit the ball at

but at point x. Suppose we can derive this function f(x), then

We differentiate to find the critical point where energy lost is minimized. This critical

point is the sweet spot according our mathematical model.

Since f(x) is intractable for now this work cannot be done. But what we are certain according to

our model, the sweet spot lies in the interval of

.

2) A more complex model

To simulate a baseball bat with a cylinder seems to be too inaccurate because a baseball bat has

a much bigger end than the handle. We tried various models, but the only one that is still simple

enough to present analytically is a combination of two cylinders. (actually this model is already

very complicated) The radius of the bottom cylinder is r1 and the radius of the upper cylinder is r2.

The length of the bottom cylinder is a1 and the length of upper cylinder is (a2-a1). The entire

object has uniform density of ρ, centered at the origin which is the pivot. Using the same logic,

we want to figure out the center of percussion and the mode of fundamental frequency, and try

to minimize the energy dissipation, but the calculation is a lot more tedious.

The formula used to calculate center of percussion does not change, to keep consistent we still

use d* to denote center of percussion, r is the distance of the centre of gravity to the pivot, m as

the mass of the object.

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Thaksha Kulahan, Bob Tian, Kai Yang Page 5 of 16

Calculation of moment of inertia:

where is the distance from the pivot to a point in the cylinder, and V1 is the bottom(RHS)

cylinder while V2 is the upper cylinder.

We evaluate the triple integral in cylindrical coordinate,

For this object, the center of gravity is much harder to calculate.

where is the distance from the pivot to a point in the cylinder

Where v1 is the bottom cylinder and v2 is the upper cylinder.

With the help of computer, we are still able to calculate the integral,

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Thaksha Kulahan, Bob Tian, Kai Yang Page 6 of 16

m is easy to calculate:

Although tedious we are still able to get the center of percussion which better simulates a

baseball bat:

As long as we hit the baseball at center of percussion, we could minimize the energy loss due to

the translation and rotation of the bat. But unfortunately, we were not able to derive formulas to

find out the nodes of the fundamental mode of this object. But what we are certain is that the

sweet spot should still be somewhere even closer to the center of percussion because now the

mass of the bat is more concentrated on the top and the top is much shorter than the thin

handle.

3) A much more precise numerical model

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Thaksha Kulahan, Bob Tian, Kai Yang Page 7 of 16

We construct a much more precise numerical model from a 30-inch Little League wood bat. The

barrel is a cylinder with radius of 1 inch and the handle is of radius 0.5 inch. The bat consists of

three parts, the barrel which is 8 inches long, the difference of two cones which is 8 inches long

and a handle which is 14 inches long.

First let us consider the point where vibration is minimized.

Thanks to Dr.Russell1, We have mode shapes for this 30-inch Little League wood bat.

Fundamental bending mode (215 Hz)

Second bending mode (670 Hz)

From his experiment, it is pretty obvious that the node of fundamental bending is at

approximately 7 and that of second bending mode is at 5. We are certain that the point to

minimize vibration is in the interval of [6,7]. Take the mean of this interval,

vibration-minimizing point should be approximately 6.5.

Now we want to calculate the center of percussion of this particular bat. We have seen that

the location of center of percussion does not depend on the material of the bat. Without

losing generality, we assume the density of the bat to be 1 unit.

1 Cited from http://paws.kettering.edu/~drussell/bats-new/bend-sweet.html

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Thaksha Kulahan, Bob Tian, Kai Yang Page 8 of 16

The formula for center of percussion still applies:

Calculation of moment of inertia:

where is the distance from the pivot to a point in the cylinder, and V1 is the barrel while V2 is

the conical frustum and V3 is the handle part.

To solve the second triple integral we fix z first do the double integral of the circle and then

integrate with respect to z,

Using MATLAB, it is very easy to evaluate these numerical integrations.

I1 = 719.73 I2 = 5287.61 I3 = 17135.84

I = 23143.18

center of gravity is given by the formula:

where is the distance from the pivot to a point in the cylinder

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Thaksha Kulahan, Bob Tian, Kai Yang Page 9 of 16

It is nearly impossible to solve these integrals analytically but solving them numerically is fairly

simple.

r1 = 77.2012 r2 = 276.5779 r3 = 653.6755

r = r1 + r2 + r3 = 1007.45

That tells us that center of percussion should be around 22.972 inches from the bottom which is

the pivot, which is actually pretty close to the node of the fundamental bending mode which is

approximately 23.5 inches away from the pivot.

The conclusion is that the sweet spot of this particular 30-inch Little League wood bat is about 23

inches away from the pivot which is where you hold the bat. This actually coincides with our

prediction in model1 which is a simple cylinder that the sweet spot lies in

.

II) The effect of corking

Our study shows that corking does have positive effect on sweet spot effect. The positive effect

lies in two reasons. 1) corking might raise the center of percussion so that at the point where

energy loss of the bat is minimized the bat gives a higher torque to enhance acceleration of the

baseball. 2)corking can reduce the mass of the bat to maximize the energy on a bat given the

swing speed—mass equation given by. Terry Bahill23. For the following content, we will calculate

the amount of effect using model1.

1) Corking raises the center of percussion

For simplicity, first let us assume we cork the bat with some substance that has very small density

so that we can completely ignore it.(i.e. hollowing the bat in a certain way)

a) hollow the entire bat with radius

2 A. Terry Bahill and Miguel Morna Freitas, "Two Methods for Recommending Bat Weights," Annals of Biomedical Engineering, 23(4), 436-444 (1995) 3 Robert G. Watts and A. Terry Bahill, Keep Your Eye on the Ball: Curve Balls, Knuckleballs, and Fallacies of Baseball, revised ed. (W. H. Freeman and Co., 2000)

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Thaksha Kulahan, Bob Tian, Kai Yang Page 10 of 16

Since it is hard to evaluate r, we picked some objects with certain symmetry so that it is easier to

calculate r, for this object here, center of the mass will still be of height

where the center of

symmetry is.

Let us compare this new center of percussion to the non-corked one,

This proves that corked bat has a higher center of percussion.

b) Increase the radius of hollowness, hollow the entire bat with radius

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Thaksha Kulahan, Bob Tian, Kai Yang Page 11 of 16

For this object here, center of the mass will still be of height

where the center of symmetry is.

Let us compare this new center of percussion to a),

This shows that a radially more corked bat might have a higher center of percussion than a

radially less corked bat.

c) Decrease the depth of hollowness, hollow the entire bat with radius

, but with depth

.

where v1 is the entire cylinder while v2 is the hollow part

For this object here, center of the mass is given by the equation:

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Thaksha Kulahan, Bob Tian, Kai Yang Page 12 of 16

center of mass is x =

.

Let us compare this new center of percussion to b),

This shows that a vertically less corked bat might have a higher center of percussion than a

vertically less corked bat.

d) Cork cylinder b) with substance of density 0. ( 0 < )

where v1 is the outer part of the cylinder while v2 is the inner cylinder

For this object here, center of the mass is given by

because of the symmetry of the object.

Mass of the object is easy to calculate. It is the sum of the mass of the two components:

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Thaksha Kulahan, Bob Tian, Kai Yang Page 13 of 16

We can use inequality to show the relationship of center of percussion of cylinder b), cylinder d)

and a non-corked cylinder.

the center of percussion of the corked and stuffed cylinder d*stuffed

Hence, we can draw the conclusion that the effect of corking is between non-hollowing and

hollowing completely. Theoretically, rather than corking people should choose to hollow the bat

rather than cork the bat to achieve maximum performance, but in this model we do not consider

how likely the bat is going to break because of hollowing. In reality, People choose to cork a bat

because it is harder to break and also it is less likely to get caught to be cheating.

However, we have seen that corking only raises center of percussion by a very small amount,

of a base ball bat is usually very small and even negligible. This is probably why the alleged

“advantage of corking” has been questioned by so many scientists. One possible drawback is that

they use machines rather than people to swing the bat so that they ignore that corked bats are

easier for people to swing because a corked bat has less mass, and the moment of inertia of the

bat decreases. So the swing speed of a bat could be significantly increased by corking and so is

the energy on the bat. And that is what we are going to discuss next.

2) Corking can increase the total energy on a bat

According to Terry Bahill23 , Given a person, the swing speed of the bat has a negative linear

relation with the mass of the bat. Formula is given as v = -am + b where a and b are coefficients,

m (0,b/a). (for a power hitter, v= -0.42m + 75 where speed is in mph and weight is in ounces

according to his study.)

Total energy on the bat is:

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Thaksha Kulahan, Bob Tian, Kai Yang Page 14 of 16

Total energy has a quadratic relation with mass, we differentiate it to find to critical point,

Hence,

The total amount of energy on the bat is maximized when m =

So the conclusion is if the bat does not have the perfect weight for a particular player, corking the

mass to

could help the player to exert maximum power or energy on the bat. But the value of

a and b varies by person. Different age group with different level of baseball skills might have

considerably different values for a and b.

3) A numerical example

Suppose a typical power hitter uses our numerical model3 to bat a baseball. We want to calculate

how much more energy will be transferred to the baseball if we cork the bat with radius 0.5 inch

and length of 8 inches and hit the base ball on the new center of percussion of the bat.

Suppose we fill the bat with cork that has density of 0.20g/cm3, 4white ash wood has density

of 0.64g/cm3,5. If we convert them into imperial unit, oz/inch3 , oz/inch3.

First we need to determine where the new center of percussion is,

Calculation of moment of inertia:

Where v1 is the entire object and v2 is the corked cylinder.

We did the calculation before, the moment of inertia of the whole bat is I = 23143.18

4 Of´elia Anjos ,Helena Pereira, M. Em´ılia,” Effect of quality, porosity and density on the compression properties” Rosa European

Journal of Wood and Wood Products, 0018-3768 page295-301,2008

5 Cited from http://www.csudh.edu/oliver/chemdata/woods.htm

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Thaksha Kulahan, Bob Tian, Kai Yang Page 15 of 16

we need to calculate

,

I =

center of gravity is given by the formula:

where v1 is the entire bat and v2 is the corked portion.

We did the calculation of

before,

then we can calculate the new center of percussion,

Unexpectedly, this kind of corking does not improve the performance of the bat. The new center

of percussion decreases and unfortunately does not coincide with the results of analytical

model1. One possible explanation is, although model1 does give us some positive effect of

corking, the improvement is proportional to

. In this numerical example, an approximate

average radius would be

inch. Even if a certain way of corking

might work, the improvement would be proportional to

inch which is safely

negligible. The conclusion is that the improvement of corking is highly questionable although

evidence shows that in some special cases corking does have some small positive effect on

performance. Major league baseball prohibits corking to maintain fairness of a game, but still, the

value of this kind of cheating is highly questionable.

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Thaksha Kulahan, Bob Tian, Kai Yang Page 16 of 16

III) Sweet spot effect between an aluminum bat and a wood bat

In terms of our math models, uniform solid bats of the same shape have the same sweet spot and the same sweet spot effect because our calculations cancel out the density completely. But solid aluminum bats are much heavier,

For example, a 30-ounce wood bat would be 126.56 ounces if made by aluminum. According

to swing speed theory, it would decrease the energy on the bat significantly. Hence, the reason why aluminum bat outperforms wood ones is because of its hollow nature. We have shown previously, hollowing the bat could raise the center of percussion and thus enhance the sweet spot effect. And a lighter aluminum bat might have higher swing speed and hence greater total energy on the bat. In theory, hollow wood bats should work as well as metal bats but in practice they are much easier to break. Another possible advantage of a hollow bat is its elastic property. When a ball hits a solid wood bat, it compresses to nearly half its original diameter, losing up to 75% of its initial energy to internal friction forces during this compression.6 However, the barrel of an aluminum bat acts more like a spring. This means the ball is not compressed as much and hence there is less energy loss due to internal friction. Moreover, the hollow barrel returns energy temporarily stored in it to the ball.7 In sum, all these effects contribute to minimizing energy loss due to the impact.

6 [5] R.M. Greenwald R.M., L.H. Penna , and J.J. Crisco,"Differences in Batted Ball Speed with Wood and Aluminum Baseball Bats: A Batting Cage Study," J. Appl. Biomech., 17, 241-252 (2001) 7 J.J. Crisco and R.W. Greenwald, "Metal baseball bats can outperform wood bats with a similar `sweet spot'," Proceedings of the 24th Annual Meeting, American Society of Biomechanics. Chicago, IL. July 19-22 (2000).