Lightning Strike Probability Risks

23
Risk assessment processes for when and where trees could be struck by lightning are complex. Exam- ining probabilities for any one tree being within a charge exchange path requires a set of assumptions, most derived from research on free-standing communication towers. The lightning strike probability formula used here is from Bazelyan & Raizer (2000). In most simple terms, a lightning ground strike probability is dependent upon historic lightning strikes in the area, height of a tree, and presence of any surrounding tall objects. Figure 1 provides the historic number of lightning strikes per square mile per year expected for the Southeastern United States -- a lightning strike density map. Lightning strike density maps are available for most areas on Earth and can be used to generate lightning strike probabilities. Figure 2 is a list of the number of years between lightning strikes on a single tree growing at a given height above its surroundings under a specific lightning strike density. The formula used to determine strike probabilities is: Number of Years Between Lightning Strikes = 1 ( N mile 2 per year ) X {[ (3.142) X ( ( HT feet ) X (3) ) 2 ] / (5,280) 2 } N mile 2 per year = Number of ground strikes per square mile per year. HT feet = Tree height in feet above its surroundings. The annual probability of a tree lightning strike is given by the following formula, the inverse (1/X) of the number of years between lightning strikes given above: Annual Probability of a Lightning Strike = ( N mile 2 per year ) X {[ (3.142) X ( ( HT feet ) X (3) ) 2 ] / (5,280) 2 } N mile 2 per year = Number of ground strikes per square mile per year. HT feet = Tree height in feet above its surroundings. Note values in years have been rounded or truncated to provide a whole number. These calculated values can be used to estimated how many years (X) between lightning strikes for a single isolated tree in a flat area, or for a given tree height above its surroundings. The inverse of this number (1/X) is the annual probability of a strike. For example, if the number of ground strikes per square mile per year is 15, and tree height above its surroundings is 60 feet, then the estimated number of years between strikes to the tree would be 18 years. The inverse of 18 is the annual probability of a lightning strike on the tree, or 0.056 (5.6% per year). Remember strike probabilities are based upon an estimate of lightning attraction by ground field en- hancement effects and a highly summarized map of historic lightning ground strike data. These values are intended to help tree health care providers understand lightning strike probabilities on trees of various heights above their surroundings. These probabilities are a rough estimate of dynamic natural events. Use of this information can assist tree health professionals decide if lightning protection systems would be appropriate and cost-effective for a tree in a given position within a landscape. Lightning Strike Probability Risks Dr. Kim D. Coder, Professor of Tree Biology & Health Care, Warnell School, UGA

Transcript of Lightning Strike Probability Risks

Page 1: Lightning Strike Probability Risks

Risk assessment processes for when and where trees could be struck by lightning are complex. Exam-ining probabilities for any one tree being within a charge exchange path requires a set of assumptions, mostderived from research on free-standing communication towers. The lightning strike probability formula usedhere is from Bazelyan & Raizer (2000). In most simple terms, a lightning ground strike probability is dependentupon historic lightning strikes in the area, height of a tree, and presence of any surrounding tall objects.

Figure 1 provides the historic number of lightning strikes per square mile per year expected for theSoutheastern United States -- a lightning strike density map. Lightning strike density maps are available formost areas on Earth and can be used to generate lightning strike probabilities. Figure 2 is a list of thenumber of years between lightning strikes on a single tree growing at a given height above its surroundingsunder a specific lightning strike density. The formula used to determine strike probabilities is:

Number of Years Between Lightning Strikes =

1

( N mile2 per year ) X {[ (3.142) X ( ( HT feet ) X (3) )2 ] / (5,280)2 }

N mile2 per year = Number of ground strikes per square mile per year.HT feet = Tree height in feet above its surroundings.

The annual probability of a tree lightning strike is given by the following formula, the inverse (1/X)of the number of years between lightning strikes given above:

Annual Probability of a Lightning Strike =

( N mile2 per year ) X {[ (3.142) X ( ( HT feet ) X (3) )2 ] / (5,280)2 }

N mile2 per year = Number of ground strikes per square mile per year.HT feet = Tree height in feet above its surroundings.

Note values in years have been rounded or truncated to provide a whole number. These calculatedvalues can be used to estimated how many years (X) between lightning strikes for a single isolated tree in a flatarea, or for a given tree height above its surroundings. The inverse of this number (1/X) is the annual probabilityof a strike.

For example, if the number of ground strikes per square mile per year is 15, and tree height above itssurroundings is 60 feet, then the estimated number of years between strikes to the tree would be 18 years. Theinverse of 18 is the annual probability of a lightning strike on the tree, or 0.056 (5.6% per year).

Remember strike probabilities are based upon an estimate of lightning attraction by ground field en-hancement effects and a highly summarized map of historic lightning ground strike data. These values areintended to help tree health care providers understand lightning strike probabilities on trees of various heightsabove their surroundings. These probabilities are a rough estimate of dynamic natural events. Use of thisinformation can assist tree health professionals decide if lightning protection systems would be appropriate andcost-effective for a tree in a given position within a landscape.

Lightning Strike Probability Risks

Dr. Kim D. Coder, Professor of Tree Biology & Health Care, Warnell School, UGA

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Strike DistancesTo better understand why lightning strikes one tree and not another requires an appreciation of

lightning attraction or strike distances. There are many ways to determine strike distances. The twocritical features of estimating lightning strike distances are current level of charge exchange and treeheight. The purpose of examining strike distances is to estimate lightning strike probability areas around atree. The methods used to calculate lightning strike distances all change the probability of a strike.

The lightning striking distance measure is shown in Figure 3. It represent not the final jump be-tween ground streamers and cloud leaders, but the distance between a cloud leader and the originationsource of the ground streamer.

Figure 4 shows the lightning strike distance above a tree. Remember the striking distance is increasedabove a tree due to its enhanced electrical field compared with a flat soil surface. To calculate the lightningstriking distance, Figure 5 presents a graph of striking distance in feet per peak lightning current in kA. Thespecific formula for the graph is provided.

Another formula for striking distance is given in Figure 6, which shows the general formula andaveraged input coefficients from six different examinations. (Uman 2008). Figure 7 provides a graphicalview of striking distance showing the wide range of potential values found by different research groups.Note the original distance values have been converted into feet. (Uman 2008).

Current LoadsFigure 8 provides the probabilities for three types of lightning strikes occurring with different

currents. The three lightning descriptions shown are: 1) a negative polarity first stroke; 2) followed bymultiple (average of three to four) negative polarity secondary strokes; and, 3) a positive polarity singlestroke (usually with no secondary strokes).

For example, a single cloud/ground charge exchange of positive polarity has a 20% chance ofcarrying 100,000 amps. A more common negative polarity first stroke has a 20% chance of carrying60,000 amps, with secondary strokes having a 20% chance of carrying 20,000 amps. Common first strokelightning averages about 35,000 amps. It is possible, though highly unlikely, to have a charge exchangeapproaching 300,000 amps. Note the large differences in current between lightning types shown.

Four MethodsThere are four common methods of gauging lightning attraction distances. These attraction distance

models are called the "Golde current" method, the "double height" calculation, the "equidistance process,"and the "electromagnetic process."

The Golde current method (Golde 1977) of determining lightning attraction distance uses only current ofthe lightning strike. The other three lightning attraction distance formula use tree height, and so are better suitedfor this manual. The Golde current method for determining lightning strike distances uses the formula:

Lightning Attraction Distance in feet = 32.8 X ( lightning current in kA )0.65

The double height calculation method can be used for short structures like trees to gauge lightningattraction distances. Tree height in feet is simply doubled (2X tree height) resulting in the attractiondistance. This calculation method is seldom used except for rough site estimates. (Rakov & Uman 2003)

The equidistance process also uses tree height in estimating attraction distances. Figure 9 demon-strates tree height multiplied by three (3X tree height) and five times tree height (5X tree height) is therange of lightning strike attraction height. The air distance between 3 and 5 times tree height is where thecharge exchange connection is expected to occur in a ground strike. The equidistance process is consid-

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ered a highly simplified lightning attraction distance estimation and is usually used for calculating attractiondistances for relatively short objects like trees.

ElectromagneticA more commonly used model for estimating lightning strike distances in trees is called the electromag-

netic process. The electromagnetic process, like most of the rest of the striking distance methods, uses lightningcurrent (kA) and tree height as variables. The greater the current, the greater the distance over which lightningcan affect and be affected by objects raised above the ground. The electromagnetic model begins with deter-mining the current distance (CD) based on the current contained in an average lightning strike.

Figure 10 presents two different estimates for CD for various lightning current levels, and shows anolder version which allows CD to level out as current values climb, and a slightly more recent set of CD valueswhich increase at a constant rate (linear). Both data sets are provided to demonstrate the great variability oflightning attraction distances, especially at larger current values.

Figure 11 provides calculated examples of lightning attraction distances using current distances(CD) to project a horizontal attraction distance onto the ground around a tree for several current loads.The formula used is:

Lightning Attraction Distance in feet =

(((2 X CD in meters X tree ht in meters) - ((tree ht in meters)2 ))0.5 ) X 3.28.

CD = current distance in meters'74 = calculation method #1 uses 1974 data for CD.'67 = calculation method #2 uses 1967 data for CD.

The lightning attraction distance above a tree in this electromagnetic model is about six times thetree height above the ground (6 X tree height in feet). Note under this model the lightning attractiondistance above the tree extends a tree height above the general lightning attraction distance of a surround-ing flat area.

Figure 12 illustrates the application of values for the electromagnetic model on lightning attractiondistances surrounding a 70 feet tall tree (35,000 amp strike, using the 1974 data). Note the height ofattraction is greater (420 feet height in this example), but the horizontal radius (202 feet) is smaller thanthe tree lightning strike distance in the equidistance method (i.e. 3 X tree height all around the tree). Manysources suggest using the electromagnetic process for determining lightning strike distances.

StrikingFigure 13 provides another way of thinking about attraction distance to a tree. In this figure, attraction

distance is also tied to tree height over various peak current values. The taller the tree, the more the electricalfield is enhanced over a greater distance. In many ways the significant difference between attraction distanceand tree height is small.

Figure 14 provides a view of the lightning attraction distance, or the height of electric field en-hancement, a tree standing above the landscape provides. The attraction height (striking distance) isdependent upon the peak current of the lightning strike. For a current increase of 29kA, an medium / talltree attraction height is increased by ~150 feet. The value of this information in tree protection is small,as tree height is not adjustable and the lightning peak current is unknown (except through probability). It isclear tree height does modify the ground electric field.

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Figure 15 provides another way of considering how tree height impacts the number of lightning strikesfor a given strike density. This represents the collection area of a tree, or the enhanced area for lightning strikesbased upon added tree height. (Uman 2008). Figure 16 illustrates how the tree collection area is calculatedusing tree height and crown diameter. Four times (4X) tree height is used traditionally for estimating lightningstrikes to trees under 50 feet tall. Six times (6X) tree height is used as an area calculation for internationallightning protection standards and trees over 50 feet. Figure 17 shows the lightning strikes per year and numberof years between strikes based upon tree height. (Uman 2008).

Years Between StrikesFigure 18 presents the estimated number of years between strikes to trees of a given height using

the electromagnetic model. The formula used is:

Estimated Number of Years Between Lightning Strikes to a Tree =

1 X HS

[ (3.142) X (((( 2 X CDm X tree ht m) - ((tree ht m )2 ))0.5 ) X 3.28)2 ] / (5280)2

CDm = current distance in meters. '74 = calculation method #1 using 1974 data for CD. '67 = calculation method #2 using 1967 data for CD.

HS = historic lightning strikes per square mile per year.

For example, a 70 feet tall, single isolated tree, assuming a 35,000 amp lightning strike, using the1974 data for current distance (CD), and in an area where the number of ground strikes per square mileper year is 15, would be expected to be struck once every 14 years (7.1% chance per year). This prob-ability value is slightly larger than earlier ones where lightning current values were not considered.

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510

15

15

15

15

5

10

20

20

20

2025 25

25

25

20

30

3035

4045

15

25

2035

20

25

Figure 1: Average historic number of lightning strikes(clound to ground strikes) per square mile per year for

the Southeastern United States.

30

25

10

30

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tree lightning strikes per square mile per yearheight (feet) 2 5 10 15 20 25 30 35 40 45

5 ft 9,999 8,000 4,000 2,500 2,000 1,500 1,300 1,100 1,000 900 10 5,000 2,000 1,000 650 500 394 328 281 246 219 20 1,200 500 246 164 123 98 82 70 61 54 30 550 219 109 73 54 43 36 31 27 24

40 308 123 61 41 30 24 20 17 15 13 50 197 78 39 26 19 15 13 11 9 8 60 136 54 27 18 13 10 9 7 6 6 70 100 40 20 13 10 8 6 5 5 4

80 77 30 15 10 7 6 5 4 3 3 90 60 24 12 8 6 4 4 3 3 2100 49 19 9 6 4 3 3 2 2 2

120 34 13 6 4 3 2 2 1 1 1 yrs

Figure 2: Estimated number of years between a singlelightning strike (ground strike) impacting a tree of a givenheight (in feet) standing by itself (i.e. no trees or structureswithin three tree heights in any direction), or for a tree of agiven height above its surroundings, in an area with aspecified historic lightning ground strike count per squaremile per year. (Bazelyan & Raizer 2000)

YEARS BETWEEN STRIKESYEARS BETWEEN STRIKESYEARS BETWEEN STRIKESYEARS BETWEEN STRIKESYEARS BETWEEN STRIKES

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ing distance

striking distance

striking distance

striking distance

striking distance

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Figure 3: Striking distance definition. (Cooray 2012a)

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SDSDSDSDSD

LIGHTNINGLIGHTNINGLIGHTNINGLIGHTNINGLIGHTNINGSTRIKINGSTRIKINGSTRIKINGSTRIKINGSTRIKING

DISTDISTDISTDISTDISTANCE (SD)ANCE (SD)ANCE (SD)ANCE (SD)ANCE (SD)

Figure 4: Lightning striking distance for theEarth surface and a tree. (Rakov 2012)

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9Dr. Kim D. Coder Warnell School University of Georgia

strikingstrikingstrikingstrikingstrikingdistancedistancedistancedistancedistance

(ft)(ft)(ft)(ft)(ft)1,0001,0001,0001,0001,000

800800800800800

600600600600600

400400400400400

200200200200200

000002020202020 4040404040 6060606060 80 10080 10080 10080 10080 100 125 150 175 200 (kA)125 150 175 200 (kA)125 150 175 200 (kA)125 150 175 200 (kA)125 150 175 200 (kA)

lightning peak curlightning peak curlightning peak curlightning peak curlightning peak currrrrrententententent

Figure 5: Lightning striking distance in feet for lightningpeak current in kA. (Rakov 2012)

SDSDSDSDSDftftftftft = = = = =(kA(kA(kA(kA(kA0.650.650.650.650.65) X 30.3) X 30.3) X 30.3) X 30.3) X 30.3

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10Dr. Kim D. Coder Warnell School University of Georgia

Striking Distance Striking Distance Striking Distance Striking Distance Striking Distance (feet)(feet)(feet)(feet)(feet) = = = = =

SDSDSDSDSDftftftftft = = = = =[ [ [ [ [ a a a a a X (IkA) X (IkA) X (IkA) X (IkA) X (IkA)b b b b b ] X 3.28] X 3.28] X 3.28] X 3.28] X 3.28

aaaaa = 6.5 (r = 6.5 (r = 6.5 (r = 6.5 (r = 6.5 (rangangangangange 1.9 - 10)e 1.9 - 10)e 1.9 - 10)e 1.9 - 10)e 1.9 - 10)bbbbb = 0.76 (r = 0.76 (r = 0.76 (r = 0.76 (r = 0.76 (rangangangangange 0.65 - 0.9)e 0.65 - 0.9)e 0.65 - 0.9)e 0.65 - 0.9)e 0.65 - 0.9)

IkA = fIkA = fIkA = fIkA = fIkA = fiririririrst lightning strst lightning strst lightning strst lightning strst lightning strokokokokokeeeeepeak curpeak curpeak curpeak curpeak currrrrrententententent

Figure 6: Standard formula for striking distanceamong five coefficient sets. (Uman 2008).

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11Dr. Kim D. Coder Warnell School University of Georgia

Figure 7: Graphical representation of the wide range ofstrike distances generated by different researchgroup's formulae (a / b coefficients). (Uman 2008)

820820820820820

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strikingstrikingstrikingstrikingstrikingdistancedistancedistancedistancedistance

(feet)(feet)(feet)(feet)(feet)

0 0 0 0 0 2020202020 4040404040 6060606060 80 10080 10080 10080 10080 100lightning peak curlightning peak curlightning peak curlightning peak curlightning peak currrrrrent (kA)ent (kA)ent (kA)ent (kA)ent (kA)

(6 / 0.8)

(10 / 0.65)

(8 / 0.65)

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12Dr. Kim D. Coder Warnell School University of Georgia

50 100 150 200 250 300 350

lightning current (kA)

1.0

.80

.60

.40

.20

single stroke +++++first stroke -----secondaries -----

0

Figure 8: Estimated probabilities for three types oflightning strikes / strokes at various current levels (kA).

polarity

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13Dr. Kim D. Coder Warnell School University of Georgia

h = 70 ft.

3h

5h

tree

lightning attraction height = 350 ft.

lightning strike distance = 210 ft.

Figure 9: Example lightning attraction distance for a singleisolated tree using the equidistance method based upona tree height (h) of 70 feet.

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14Dr. Kim D. Coder Warnell School University of Georgia

1,500 ft

1,200 ft

900 ft

600 ft

300 ft

0

lightning strike current (kA)0 50 100 150 200 250

current distance (CD)

1974 data

1967 data

Figure 10: Estimating current distance (CD) in feet basedupon lightning current (kA) from two different standardsources. Note current distance is highly variable depending uponthe data base used and methodology employed.(from Bazelyan & Raizer 2000.)

457m

366m

274m

183m

91m

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15Dr. Kim D. Coder Warnell School University of Georgia

treeheight 35kA 50kA 100kA (feet) '74 '67 '74 '67 '74 '67

20 112 86 138 100 197 115

30 136 104 168 121 240 140

40 156 118 194 139 277 160

50 173 130 215 153 309 178

60 188 141 235 166 337 193

70 202 150 252 178 363 207

80 214 158 268 188 388 220

90 225 165 283 197 410 231

100 235 171 296 205 431 242

120 253 181 321 220 470 260

140 268 188 343 231 505 276ft

lightning strike current & analysis year

Figure 11: Estimated horizontal distance (in feet) away froma tree which the lightning strike distance extends for atree of a given height at several lightning current valuesfor both electromagnetic data sets ('74 & '67).

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16Dr. Kim D. Coder Warnell School University of Georgia

h = 70 ft.

tree

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ning

at

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tion

di

stan

ce

abov

e tr

ee t

op

= 3

50 f

t.

(~2.9X tree ht)202 ft.Lightning attraction distance ground

projection modified for short objects.

lightning strike attraction height

= 350 ft.(5X tree ht)

420 ft. (6X tree height)

Figure 12: Example values for 70 feet tall single isolated tree using electromagnetic methodology based upon current distance (CD)

values. (current = 35kA, '74 data)

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17Dr. Kim D. Coder Warnell School University of Georgia

aaaaattrttrttrttrttractionactionactionactionactiondistance distance distance distance distance (ft)(ft)(ft)(ft)(ft)

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000002020202020 4040404040 6060606060 80 100 80 100 80 100 80 100 80 100 (kA)(kA)(kA)(kA)(kA)

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Figure 13: Attraction distance in feet for trees of differentheights in feet under various peak currents. (Cooray 2012a)

○○○○○○○○○○○○○○○○○○○○○○○

99ft99ft99ft99ft99ft

66ft66ft66ft66ft66ft33ft33ft33ft33ft33ft

TREETREETREETREETREEHEIGHTHEIGHTHEIGHTHEIGHTHEIGHT

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18Dr. Kim D. Coder Warnell School University of Georgia

lightninglightninglightninglightninglightningaaaaattrttrttrttrttractionactionactionactionaction

distance distance distance distance distance (f(f(f(f(feet)eet)eet)eet)eet)

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trtrtrtrtree height ee height ee height ee height ee height (f(f(f(f(feet)eet)eet)eet)eet)

Figure 14: Lightning attraction distance for different treeheights at two peak currents. (Cooray & Becerra 2010)

60kA60kA60kA60kA60kA

31kA31kA31kA31kA31kA

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19Dr. Kim D. Coder Warnell School University of Georgia

Collection Collection Collection Collection Collection ArArArArArea ofea ofea ofea ofea of TTTTTrrrrree =ee =ee =ee =ee =CA in squarCA in squarCA in squarCA in squarCA in square miles =e miles =e miles =e miles =e miles =

(( tr(( tr(( tr(( tr(( tree heightee heightee heightee heightee heightftftftftft X Z ) + X Z ) + X Z ) + X Z ) + X Z ) +crcrcrcrcrooooown diameterwn diameterwn diameterwn diameterwn diameterftftftftft ) ) ) ) )22222

35,514,000.35,514,000.35,514,000.35,514,000.35,514,000.

Z = 4 (trZ = 4 (trZ = 4 (trZ = 4 (trZ = 4 (traditional vaditional vaditional vaditional vaditional value & tralue & tralue & tralue & tralue & trees <50ft)ees <50ft)ees <50ft)ees <50ft)ees <50ft)Z = 6 (interZ = 6 (interZ = 6 (interZ = 6 (interZ = 6 (internananananational standartional standartional standartional standartional standards & trds & trds & trds & trds & trees >50ft)ees >50ft)ees >50ft)ees >50ft)ees >50ft)

CACACACACAsq.mi.sq.mi.sq.mi.sq.mi.sq.mi. X N X N X N X N X Nsq.mi. per yearsq.mi. per yearsq.mi. per yearsq.mi. per yearsq.mi. per year = = = = =

trtrtrtrtree strikee strikee strikee strikee strikes per yes per yes per yes per yes per yearearearearear.....N = annN = annN = annN = annN = annual nual nual nual nual number ofumber ofumber ofumber ofumber of lightning strik lightning strik lightning strik lightning strik lightning strikes per milees per milees per milees per milees per mile22222

1 / tr1 / tr1 / tr1 / tr1 / tree strikee strikee strikee strikee strikes per yes per yes per yes per yes per year =ear =ear =ear =ear =yyyyyearearearearears betws betws betws betws between treen treen treen treen tree strikee strikee strikee strikee strikeseseseses.....

Figure 15: Tree collection area for calculating number oflightning strikes to trees of different heights.

(derived from Uman 2008)

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20Dr. Kim D. Coder Warnell School University of Georgia

Figure 16: Diagram of tree collection area for determiningnumber of lightning strikes to trees of different heights. Z = 4.

(derived from Uman 2008)

2ht2ht2ht2ht2ht 1ht1ht1ht1ht1ht 1ht 2ht 1ht 2ht 1ht 2ht 1ht 2ht 1ht 2ht1ht1ht1ht1ht1ht

CDCDCDCDCDside viewside viewside viewside viewside view

top viewtop viewtop viewtop viewtop view

1ht1ht1ht1ht1ht 2ht2ht2ht2ht2ht 3ht 4ht 3ht 4ht 3ht 4ht 3ht 4ht 3ht 4ht

1ht

1ht

1ht

1ht

1ht

2ht

2ht

2ht

2ht

2ht

3h

t 4

ht

3ht

4ht

3h

t 4

ht

3ht

4ht

3h

t 4

ht

CDCDCDCDCD(4htft + CDft)2 / 35,514,000 =

tree collection areasq. miles

treetreetreetreetree

treetreetreetreetree

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21Dr. Kim D. Coder Warnell School University of Georgia

FigureFigure 17: Tree lightning strikes determined by tree collection

area for various tree heights using 15 annual lightningstrikes per square mile and crown diameter of 30 feet.(derived from Uman 2008)

tree number of years height strikes between (feet) per year strikes

10 0.002 483 20 0.005 196 30 0.009 105 40 0.015 66 50 0.022 45 60 0.064 16

70 0.086 12 80 0.11 9 90 0.14 7100 0.17 6110 0.20 5120 0.24 4

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tree years betweenheight strikes(feet) '74 '67

20 46 79 30 31 54 40 24 41 50 19 34

60 16 29 70 14 26 80 12 23 90 11 21

100 10 20110 9 18120 9 18140 8 16 yrs

Figure 18: Estimated number of years between lightningstrikes to a tree of a given height using two differentdata sets. (35kA average strike current & number of historicstrikes per square mile per year of 15).

Page 23: Lightning Strike Probability Risks

Citation:Coder, Kim D. 2018. Lightning strike probability risks.

Warnell School of Forestry & Natural Resources,University of Georgia, Outreach PublicationWSFNR-18-24. Pp.23.

The University of Georgia Warnell School of Forestry and Natural Resources offers educational programs, assistance andmaterials to all people without regard to race, color, national origin, age, gender or disability.

The University of Georgia is committed to principles of equal opportunity and affirmative action.

Publication WSFNR-18-24 March 2018