modern techniques for evaluating hitting alan m. nathan university of illinois batted ball analysis...

Post on 15-Dec-2015

214 Views

Category:

Documents

0 Downloads

Preview:

Click to see full reader

TRANSCRIPT

Modern Techniques for Evaluating Hitting

Alan M. NathanUniversity of Illinois

• Batted ball analysis– Initial speed and angles– Landing point and hang time

• Swing analysis– Bat speed– Swing plane– Timing– “squaring up” 1

Introductory Remarks

• Tradition techniques are “outcome-based”–BA, SLG, OPS, BABIP, …

• Modern techniques are “process-based”, independent of outcome–What constitutes a well-hit ball?–What constitutes a good swing?

2

Tools for Modern Technique

• Baseball Info Solutions (BIS)–Batted ball landing point and hang time

• Hitf/x– Initial batted ball speed and angles

• TrackMan or Fieldf/x–All of the above (i.e., full trajectory)

• Physics–Relating batted ball to swing parameters

3

Example: HITf/x Analysis

4

See Mike Fast, BPro, Nov. 16 & 22, 2011

• ~50% of balls hit with BBS90 mph are safe hits, regardless of VLA

• ~37% of balls hit with BBS 90 mph and 250≤VLA≤350 are HR

BABIP

HR

What Constitutes “Good Contact”? Hitf/x from April 2009

BABIP

HR

What Constitutes “Good Contact”? Hitf/x from April 2009

• ~80% of balls hit with 100≤VLA≤150 are safe hits, regardless of BBS

• ~68% of balls hit with 100≤VLA≤250 and 60≤BBS≤80 mph are safe hits

Potential of These Data

• Quantify “good contact” (GC)• Establish outcome-inpependent metrics for

hitting based on GC• Investigate relationship between GC and

pitching metrics• Small sample size and sustainability• Potential even greater if landing point &

hang time are known– Ben Jedlovic’s talk at 2013 SABR Analytics

Example

Divide BBS-VLA space into rectangles• For each rectangle, assign a value

based on some useful metric–e.g., BA, SLG, Linear Weights, …

• For any hitter, weighted average can be computed to arrive at overall metric

8

Landing Point/Hang Time(image courtesy of BIS)

9

Small horiz speed

Large horiz speed

Ex: Two MLB Hitters(images courtesy of BIS)

10

Batter #1 Batter #2

11

tof:R:bbs

bbs:vla:R

Comparing the two methods using TrackMan dataBBS

R

12

tof:R:bbs

bbs:vla:R

BBS

R

Comparing the two methods using TrackMan data

(bbs,vla) (tof,R)?

13Considerable variation of R for fixed bbs,vla.

All stadiums

covered stadiums

Why does initial velocity not determine landing point

accurately?• Variation in air density

– Easy to control• Variation in wind

– Not so easy to control, except for covered• Variation in spin

– More in a mintue• Variation in surface properties of ball

– A topic of intense interest (to me!)14

Related question: Is greater “carry” a skill?

• In particular, is ability to put backspin on ball a skill?

• With both initial velocity vector and landing point/hang time, we can address this question for individual batters

• Related to swing parameters

15

New Research Project

• Can batted ball data determine swing parameters?

• A very challenging physics problem• In this talk I will

– State the problem– Discuss progress in solving

16

Bat Swing Parameters• Bat speed determined by pitch and

batted ball speed• Fan: timing of swing• Tilt: to swing plane• Offset: “squaring up”

17

fan

tiltE = offset

Current State

• Bat swing parameters can predict batted ball parameters.– fan+tilt+offset HLA+VLA+spin axis

• Can batted ball parameters determine bat swing parameters?

Simple Example:Straight Pitch, RHH, Tilt=00

19

E=0”

E=-1”

E=0

E=+1”

Fan=00 Fan=-150Fan=150

Simple Example:Straight Pitch, RHH, Tilt=450

20

E=-1”

E=0

E=+1”

Fan=00

Fan=-150

Fan=150

A Brief Aside:Spin of a Batted Baseball

2000 fps120 mph

friction

normal force

Fly balls break toward foul line

22

450-450

00

LF

RF

Effect of tilt on spin axis

23

Tilt Balls hit to CF slice

24

RHH

LHH

Current State of Affairs

Spin axis might be able to determine tilt angle

Spin axis can be determined from trajectory

hang time backspin

lateral deflectionsidespin

spin axis ~ tan-1(sidespin/backspin)

Work still in progress but It looks promising that

HLA+VLA+spin axis fan+tilt+offset25

Summary/Outlook

• We have some new tools for evaluating batting based on process rather than outcome

• Determining swing parameters from batted ball data looks promising but still a work in progress

• Progress on both fronts would benefit greatly from existing data that are not readily available

26

top related