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Sampling statistics of sound fields in reverberation rooms: pure tone

excitation

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SER

Ti41

ISSN 0701 -5232

Ottawa, A p r i l 1985

National Research Conseil national

1

Council Canada de recherches Canada

(3)

SAMPLING STATISTICS OF SOUND FIELDS I N REVERBERATION ROOMS: PURE TONE EXCITATION

W.T. Chu

ABSTRACT

The sampling s t a t i s t i c s of sound f i e l d s i n r e v e r b e r a t i o n rooms have been s t u d i e d by means of a computer experiment based on t h e normal mode model. The f o r m u l a t i o n by t h i s model e x c e l s p r e v i o u s a n a l y s e s by t h e s t a t i s t i c a l model i n i t s a b i l i t y t o show t h e e f f e c t of room a b s o r p t i o n e x p l i c i t l y . The v a l i d i t y of t h e a s s u m p t i o n s u s e d by t h e s t a t i s t i c a l model h a s a l s o been examined i n t h i s r e p o r t .

INTRODUCTION

When a h i g h l y r e v e r b e r a n t room i s e x c i t e d by a s t e a d y h i g h - f r e q u e n c y t o n e , a v e r y complex p a t t e r n of s t a n d i n g waves w i l l be produced. A s t h e f r e q u e n c y of t h e s o u r c e c h a n g e s , one w i l l f i n d enormous v a r i a t i o n s i n t h e a c o u s t i c e n e r g y d e n s i t y a t any f i x e d l o c a t i o n i n t h e room. I n o t h e r words, t h e f r e q u e n c y r e s p o n s e c u r v e a t any f i x e d l o c a t i o n shows l a r g e f l u c t u a t i o n s . On t h e o t h e r hand, i f t h e s o u r c e f r e q u e n c y i s f i x e d , one w i l l f i n d t h a t t h e s p a t i a l v a r i a t i o n of t h e a c o u s t i c e n e r g y d e n s i t y i s e q u a l l y l a r g e . The sampling s t a t i s t i c s of t h e f i r s t problem have been c o n s i d e r e d by S c h r o e d e r , w h i l e t h o s e of t h e l a t t e r c a s e were i n v e s t i g a t e d by w a t e r h o u s e 2 and ~ u b m a n . ~ Although t h e a p p r o a c h e s t a k e n by them seem t o be d i f f e r e n t , t h e b a s i c i d e a and a s s u m p t i o n s i n v o l v e d a r e e s s e n t i a l l y t h e same. The e f f e c t of room a b s o r p t i o n i s a b s e n t from t h e i r a n a l y s e s , e x c e p t t h a t i t i s used t o d e f i n e t h e Schroeder c r i t i c a l f r e q u e n c y l i m i t ( f c ) . I t i s g e n e r a l l y b e l i e v e d t h a t t h e i r p r e d i c t i o n s a r e v a l i d f o r f r e q u e n c i e s above f c . So f a r , t h e few e x p e r i m e n t a l r e s u l t s 2 s 4 9 9 6, t h a t s u p p o r t t h e s e p r e d i c t i o n s were n o t d e s i g n e d t o show any of t h e i r l i m i t a t i o n s , s u c h a s t h e f a i l u r e t o c o n s i d e r room a b s o r p t i o n . It was t h i s s i t u a t i o n t h a t l e d t o t h e p r e s e n t i n v e s t i g a t i o n .

A s i m i l a r a n a l y s i s u s i n g t h e normal mode model c a n b e employed t o e x t e n d s u c h s t u d i e s t o i n c l u d e room a b s o r p t i o n a s a n i m p o r t a n t parameter. With t h e normal mode model, v a l i d i t y of t h e a s s u m p t i o n s u s e d i n t h e p r e v i o u s work by S c h r o e d e r , Waterhouse and Lubman, can be examined by means of a computer e x p e r i m e n t . The e f f e c t of t h e d e v i a t i o n s of t h e assumptions on t h e f i n a l r e s u l t s of t h e sampling s t a t i s t i c s h a s a l s o been s t u d i e d

a n a l y t i c a l l y .

REVIEW OF THE STATISTICAL MODEL

The a p p r o a c h e s t a k e n by S c h r o e d e r , Waterhouse, and Lubman a r e b a s i c a l l y s i m i l a r , b e l o n g i n g t o a model of room a c o i ~ s t i c s c a l l e d t h e s t a t i s t i c a l

model. I n t h i s model, t h e r e v e r b e r a n t sound f i e l d i n a room u n d e r pure-tone e x c i t a t i o n i s assumed t o c o n s i s t of t h e phasor sum of many modes1 o r

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-

The mean-square p r e s s u r e ( p 2 ) a t any p o i n t i n s i d e t h e room c a n be w r i t t e n a s 2

-

s c h r o e d e r l s t u d i e d t h e v a r i a t i o n of p2 a s a f u n c t i o n of f r e q u e n c y , k e e p i n g t h e s o u r c e and t h e r e c e i v e r p o s f t i o n s f i x e d , whereas w a t e r h o u s e 2 and ~ u b m a n ~

-

s t u d i e d t h e s p a t i a l v a r i a t i o n of p 2 , k e e p i n g t h e f r e q u e n c y and t h e s o u r c e p o s i t i o n f i x e d . The g e n e r a l c o n s e n s u s i s t h a t i f

l e i }

i s u n i f o r m l y d i s t r i b u t e d f r o m 0 t o 2 a , and i f m i s s u f f i c i e n t l y l a r g e , t h e f o l l o w i n g f o u r a s s u m p t i o n s can be p o s t u l a t e d : ( 1 ) z e r o mean v a l u e : <C1> = < C 2 > = 0 ; 2 2 ( 2 ) e q u a l mean-square v a l u e : <C1> = < C 2 > ; ( 3 ) z e r o c o r r e l a t i o n : <C 1 2 C > = 0 ; ( 4 ) C1, C2 a r e G a u s s i a n d i s t r i b u t e d . The symbol <> d e n o t e s s p a t i a l o r f r e q u e n c y a v e r a g i n g . A s a r e s u l t , t h e p r o b a b i l i t y d e n s i t y f u n c t i o n ( ~ ( 1 ) )

- -

of t h e normalized mean-square p r e s s u r e [ I ( I = p 2 / < p 2 > ) ] w i l l h a v e a gamma d i s t r i b u t i o n :

and a s t a n d a r d d e v i a t i o n of one. The c o r r e s p o n d i n g p r o b a b i l i t y d e n s i t y f u n c t i o n ( P ( ~ ) ) of t h e sound p r e s s u r e l e v e l ( y ) i s where: y = 10 l o g ( 1 ) = R n ( I ) / k ; k = Rn(10)/10. The s t a n d a r d d e v i a t i o n f o r t h i s c a s e i s 5.57 d B . l I n t h e few e x p e r i m e n t a l d a t a 2 t h a t s u p p o r t t h i s t h e o r y , t h e e f f e c t of room a b s o r p t i o n i s u s e d o n l y i n d e f i n i n g t h e Schroeder c r i t i c a l f r e q u e n c y l i m i t (f c): 1

where V i s t h e room volume i n c u b i c m e t r e s and TsO i s i t s r e v e r b e r a t i o n

t i m e , which i s governed by t h e room a b s o r p t i o n . A t f r e q u e n c i e s above f c ,

t h e s t a t i s t i c a l model s h o u l d a p p l y . A s i m i l a r a n a l y s i s u s i n g t h e normal mode model w i l l show t h e e f f e c t of room a b s o r p t i o n e x p l i c i t l y .

NORMAL

MODE

ANALYSIS

For a r e c t a n g u l a r room of s i d e s L,, L

,

L, and volume V = LxLyLZ, t h e mean-square sound p r e s s u r e a t t h e p o i n t

-+

3

( x , y , z ) d u e t o a s i m p l e s o u r c e

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w h e r e t h e o r i g i n o f c o o r d i n a t e s i s a t a c o r n e r o f t h e chamber, N s t a n d s f o r t h e t r i o of numbers R , m, n a n d :

AN = ~ / E ~ E ~c O = E ~ 1 and , E~ = 2 f o r i f 0, q N ( x , y , z ) = c o s k x x c o s k

Y

y c o s k

z

z,

I n t h i s e q u a t i o n k = w/c i s t h e wavenumber, p i s t h e d e n s i t y of t h e medium, and B i s t h e s p e c i f i c normal a d m i t t a n c e of t h e chamber s u r f a c e , assumed t o be r e a l and s m a l l . For c o m p a r i s o n w i t h t h e s t a t i s t i c a l m o d e l , E q . ( 5 ) h a s been r e c a s t i n t o a s i m i l a r form t o Eq. ( 1 ) . T h a t i s :

where:

(N

= t a n - I [2kbN/ (k2-ki)] ;

S i n c e $N i s o n l y a f u n c t i o n of t h e wave number, and n o t a f u n c t i o n o f s p a c e , t h e model u s e d by Waterhouse and Lubman i s n o t e x a c t l y t h e same a s t h e o n e p r e s e n t e d i n t h i s a n a l y s i s . However, t h e g e n e r a l f o r m a t of t r e a t i n g t h e mean-square p r e s s u r e a s t h e sum of two components i s s t i l l a v a l i d one. An i m p o r t a n t a s p e c t of Eq. ( 6 ) i s t h a t t h e room boundary a b s o r p t i o n h a s b e e n i n c o r p o r a t e d as a p a r a m e t e r i n t h i s model. A s 6N+0 ( f o r p e r f e c t l y

-

r e f l e c t i n g b o u n d a r i e s ) , +N+O and t h e s e c o n d t e r m of Eq. ( 6 ) d r o p s o u t a n d p2 h a s o n l y one component. A l l t h e r e s u l t s p r e d i c t e d by t h e s t a t i s t i c a l model

w i l l b e i n v a l i d s i n c e i t assumes two t e r m s . The e x t e n t t o which t h e

boundary a b s o r p t i o n w i l l a f f e c t t h e r e s u l t s and t h e a s s u m p t i o n s used i n t h e s t a t i s t i c a l model w i l l be t h e s u b j e c t of t h e p r e s e n t i n v e s t i g a t i o n .

-

Only t h e c a s e of s p a t i a l s a m p l i n g o f p2 w i l l be c o n s i d e r e d h e r e . No a n a l y t i c a l s o l u t i o n s c a n be o b t a i n e d when t h e s p a t i a l s a m p l i n g i s c o n f i n e d t o t h e c e n t r a l p o r t i o n of t h e room. Thus, a computer e x p e r i m e n t b a s e d on Eq. ( 6 )

i s u s e d .

COMPUTER EXPERIMENTS

E q u a t i o n ( 6 ) was t r e a t e d a s t h e c o m b i n a t i o n of two components, C 1 and C 2 , s i m i l a r t o Eq. ( 1 ) . Keeping

t o ,

k , and SN f i x e d , a l a r g e number of

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4

+

v a l u e s of C 1 and C2 were computed by v a r y i n g r. A l i s t i n g of t h e computer

program u s e d i s shown i n Appendix A . The c o m p u t a t i o n s were p e r f o r m e d f o r t h e f o l l o w i n g c o n d i t i o n s .

( 1 ) The room d i n e n s i o n u s e d was 8 x 6.5 x 4.9 m.

( 2 ) Seven 6 v a l u e s were u s e d r a n g i n g from 0.001 t o 0.01. These l i m i t s o f t h e r a n g e a r e a p p r o x i m a t e l y e q u a l t o t h e s u r f a c e a b s o r p t i o n o f p a i n t e d c o n c r e t e , and t h e a l l o w a b l e w a l l a b s o r p t i o n l i m i t s e t by t h e ASTM s t a n d a r d s , r e s p e c t i v e l y . ( 3 ) Nine 1 / 3 o c t a v e - b a n d c e n t e r f r e q u e n c i e s r a n g i n g f r o m 160 Hz t o 1

kHz

w e r e u s e d . ( 4 ) Four d i f f e r e n t s o u r c e p o s i t i o n s were u s e d . ( 5 ) To r e d u c e s t a t i s t i c a l f l u c t u a t i o n s , a p p r o x i m a t e l y 1600 s p a t i a l s a m p l e s w e r e used f o r e a c h c a s e e v e n t h o u g h t h e y w i l l n o t a l l be i n d e p e n d e n t . These s a m p l e s w e r e t a k e n i n t h e c e n t r a l r e g i o n o f t h e

room

a t

l e a s t h a l f a w a v e l e n g t h from t h e room b o u n d a r i e s . To a p p r o x i m a t e random s a m p l i n g , t h e f o l l o w i n g scheme was u s e d . A

r e g u l a r l y s p a c e d g r i d was f i r s t e s t a b l i s h e d and t h e n e a c h g r i d p o i n t was p e r t u r b e d by a random d i s t a n c e l e s s t h a n a g r i d s p a c i n g i n a random d i r e c t i o n g e n e r a t e d by random numbers. No p o i n t c l o s e r t h a n a miniplum d i s t a n c e (dm) t o t h e s o u r c e was u s e d ; dm i s e q u a l t o 0 . 1 6 ( V / T 6 0 ) 2 a s g i v e n by Ref. 10. T h i s i s i m p o r t a n t b e c a n s e t h e summation i n v o l v e d i n one o f t h e components of Eq. ( 6 ) d i v e r g e s when t h e f i e l d p o i n t c o i n c i d e s w i t h t h e s o u r c e p o s i t i o n .

( 6 ) The t o t a l number o f modes summed s h o u l d be governed by t h e f i n a l

v a l u e s r e a c h e d by b o t h components of Eq. ( 6 ) a s N g o e s t o

However, i t i s i m p r a c t i c a l t o a p p l y t h i s c r i t e r i o n t o e v e r y s p a t i a l p o i n t u s e d . Thus t h e u p p e r mode numbers w e r e d e t e r m i n e d by a

-

p r e l i m i n a r y i n v e s t i g a t i o n of t h e r o o n a v e r a g e d v a l u e s of p 2 a s a f u n c t i o n o f f r e q u e n c y . The s e t of v a l u e s c h o s e n t h a t can be a p p l i e d t o a l l t h e c a s e s c o n s i d e r e d i s l i s t e d a s f o l l o w s :

f ( H z ) 160 200 250

315

400 500 630 800 1000 U p p e r M o d e ft 3 0 30 30 30 35 4 0 40 45 55.

A few s p o t - c h e c k s showed t h a t no changes w e r e p r o d u c e d i n t h e t h i r d s i g n i f i c a n t f i g u r e s o f t h e i n d i v i d u a l sum of Eq. ( 6 ) i f more modes w e r e added a f t e r t h e c h o s e n l i m i t s .

The s t a t i s t i c a l q u a n t i t i e s i n v e s t i g a t e d a r e :

il

( 1 )

<cl>/<C:>'

and

( 4 ) p r o b a b i l i t y d e n s i t y o f C 1 a n d C2;

( 5 ) s t a n d a r d d e v i a t i o n s o f t h e n o r m a l i z e d mean-square p r e s s u r e s and sound p r e s s u r e l e v e l s .

The r e s u l t s a r e t a b u l a t e d i n T a b l e s I t o

VIII,

where t h e s o l i d l i n e s

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d i f f e r e n t b e t a v a l u e s u s e d (Appendix

B).

B e f o r e one c a n d i s c u s s t h e

s i g n i f i c a n c e of t h e s e r e s u l t s , i t i s n e c e s s a r y t o e s t a b l i s h how d e p a r t u r e s f r o m t h e f i r s t t h r e e a s s u m p t i o n s ( z e r o mean v a l u e , e q u a l mean-square v a l u e , and z e r o c o r r e l a t i o n ) used i n t h e s t a t i s t i c a l model w i l l a f f e c t t h e computed s t a n d a r d d e v i a t i o n s .

THEORETICAL PREDICTIONS

E f f e c t of Non-zero Mean V a l u e s of t h e Components

A l t h o u g h t h e e f f e c t of a non-zero mean v a l u e o n t h e s t a n d a r d d e v i a t i o n of t h e n o r m a l i z e d mean-square p r e s s u r e s c a n be p r e d i c t e d a n a l y t i c a l l y , no c l o s e d f o r m s o l u t i o n h a s b e e n f o u n d f o r i t s e f f e c t on t h e s t a n d a r d d e v i a t i o n of t h e c o r r e s p o n d i n g sound p r e s s u r e l e v e l s . Thus i t

i s

n e c e s s a r y t o s t u d y t h i s e f f e c t n u m e r i c a l l y . A computer s u b r o u t i n e c a p a b l e of g e n e r a t i n g G a u s s i a n d i s t r i b u t e d random numbers w i t h a r b i t r a r y mean and s t a n d a r d d e v i a t i o n was u s e d . Employing d i f f e r e n t s t a r t i n g p o i n t s , two s e t s

-

o f u n c o r r e l a t e d random numbers c o u l d b e g e n e r a t e d t o s i m u l a t e C 1 and C2 of p2 i n Eq. ( 1 ). F o r a r a n g e of

<c>/<c2>'

between 20.2 and a r a t i o of t h e components' mean-square v a l u e s of up t o 1 0 , 0 0 0 , t h e change i n t h e s t a n d a r d d e v i a t i o n o f t h e n o r m a l i z e d mean-square p r e s s u r e s i s l e s s t h a n 0.7%, w h i l e t h a t f o r t h e sound p r e s s u r e l e v e l s i s

l e s s t h a n 3.3%.

I n t h e f o l l o w i n g s e c t i o n s , t h e e f f e c t of non-zero c o r r e l a t i o n i s

t r e a t e d t o g e t h e r w i t h t h e non-equal mean-square v a l u e s of t h e components a s a s i n g l e problem. Thus t h e e f f e c t of non-zero mean v a l u e s i s n o t i m p o r t a n t , i r r e s p e c t i v e of t h e o t h e r two a s s u m p t i o n s .

E f f e c t o f Non-zero C o r r e l a t i o n between t h e Components

Assuming t h a t t h e two components h a v e a b i v a r i a t e G a u s s i a n p r o b a b i l i t y d e n s i t y f u n c t i o n , t h e y c a n be t r a n s f o r m e d i n t o two i n d e p e n d e n t and t h u s u n c o r r e l a t e d G a u s s i a n random v a r i a b l e s by a r o t a t i o n o f c o - o r d i n a t e s . l 1 T h a t i s , g i v e n t h e j o i n t p r o b a b i l i t y d e n s i t y f u n c t i o n o f t h e t w o components: 2 2 2 2 1 u2C1

-

2R12C1C2

+

0 C P(C1,C2) =

2

2

3

Exp (-+ 2 2 2 2,

(7

2 "l(72-R12 2 where: u1 = <C1> w i t h <C1> = 0 , 2 2 a 2 = <C2> w i t h <C2> = 0, one c a n d e f i n e and l e t t h e t r a n s f o r m e d v a r i a b l e s b e :

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Then t h e r a t i o of t h e mean-square v a l u e s ( h e r e t h e same a s t h e v a r i a n c e ) o f t h e t r a n s f ormed v a r i a b l e s i s : L L where: A = a l / 0 2 , S i n c e t h e c o r r e l a t i o n c o e f f i c i e n t c a n be i n c o r p o r a t e d i n t o t h e d e f i n i t i o n of t h e r a t i o o f t h e mean-square v a l u e s of t h e new v a r i a b l e s , t h e e f f e c t of non-zero c o r r e l a t i o n between t h e components c a n b e t r e a t e d w i t h non-equal mean-square v a l u e s of t h e components as a s i n g l e problem.

E f f e c t of Non-equal Mean-square Values of t h e Components

A c c e p t i n g t h e a s s u m p t i o n s t h a t t h e components a r e G a u s s i a n d i s t r i b u t e d w i t h z e r o mean v a l u e s , and a r e u n c o r r e l a t e d , t h e p r o b a b i l i t y d e n s i t y

f u n c t i o n s ( ~ ( 1 ) and ' ~ ( y ) ) c a n be r e d e r i v e d f o r b o t h t h e n o r m a l i z e d

mean-square p r e s s u r e

(I)

and t h e sound p r e s s u r e l e v e l ( y ) a s a f u n c t i o n of t h e r a t i o o f t h e components' mean-square v a l u e s (A). T h i s i s done i n Appendix C and t h e r e s u l t s a r e q u o t e d h e r e .

- -

where: I = p 2 / < p 2 > , a n d

I O

i s t h e m o d i f i e d B e s s e l f u n c t i o n . The s t a n d a r d d e v i a t i o n ( ~ ( 1 ) ) i s e q u a l t o : w h i c h i s e q u a l t o a w h e n o n e of t h e components v a n i s h e s . T h i s c o r r e s p o n d s t o t h e c a s e where t h e w a l l s are p e r f e c t l y r e f l e c t i v e . A l s o , when A = 1 , t h e p r o b a b i l i t y d e n s i t y f u n c t i o n r e d u c e s t o :

and a ( I ) = 1

as

o b t a i n e d by

ater rho use.^

The c o r r e s p o n d i n g p r o b a b i l i t y d e n s i t y f u n c t i o n f o r t h e sound p r e s s u r e l e v e l s i s :

where: y = 10 l o g ( 1 ) = R n ( I ) / k ; k Rn(10)/10.

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However, no a n a l y t i c a l s o l u t i o n h a s b e e n f o u n d f o r t h e s t a n d a r d d e v i a t i o n o f t h e sound p r e s s u r e l e v e l s f o r a r b i t r a r y v a l u e s of A . N u m e r i c a l c o m p u t a t i o n o f u s i n g :

i s n e c e s s a r y . When A = 1, Eq. ( 1 1 ) r e d u c e s t o : P , ( y ) = k Exp[ky

-

E x p ( k y ) l

which i s t h e same r e s u l t a s d e r i v e d by s c h r o e d e r l and a l s o by Bowers a n d ~ u b m a n . ' ~ The t h e o r e t i c a l v a l u e o f t h e s t a n d a r d d e v i a t i o n i s 5.57 dB. le F o r t h e e x t r e m e c a s e where o n e of t h e components d i s a p p e a r s , t h e

p r o b a b i l i t y d e n s i t y f u n c t i o n becomes:

1 and t h e t h e o r e t i c a l v a l u e of t h e s t a n d a r d d e v i a t i o n r i s e s t o Appendix C ) . 9.65 dB ( s e e I n summary, t h e e f f e c t of non-zero m e a n - v a l u e s of t h e components i s n o t i m p o r t a n t . The e f f e c t of non-zero c o r r e l a t i o n and non-equal mean-square v a l u e s c a n b e t r e a t e d t o g e t h e r a n a l y t i c a l l y . Knowing t h e s e q u a n t i t i e s , i t i s p o s s i b l e t o p r e d i c t t h e s t a n d a r d d e v i a t i o n s of b o t h t h e n o r m a l i z e d

mean-square p r e s s u r e s and t h e sound p r e s s u r e l e v e l s , assuming t h e components a r e G a u s s i a n d i s t r i b u t e d . Some o f t h e s e p r e d i c t e d v a l u e s a r e t a b u l a t e d i n T a b l e I X . On t h e o t h e r h a n d , i f t h e computed s t a n d a r d d e v i a t i o n s f r o m t h e sampled d a t a d i d n o t a g r e e w i t h t h e p r e d i c t e d v a l u e s b a s e d on t h e known v a l u e s o f t h e c o r r e l a t i o n c o e f f i c i e n t and t h e r a t i o o f t h e mean-square v a l u e s o f t h e components, t h e a s s u m p t i o n of G a u s s i a n d i s t r i b u t i o n must be v i o l a t e d . DISCUSSION To m i n i m i z e s t a t i s t i c a l f l u c t u a t i o n s , a v e r y l a r g e number of s a m p l e s h a v e been t a k e n which a r e n o t n e c e s s a r i l y i n d e p e n d e n t . Thus i t i s n o t f e a s i b l e t o e s t a b l i s h some k i n d o f c o n f i d e n c e l i m i t s f o r t h e computed s t a n d a r d d e v i a t i o n s t o be u s e d a s a g u i d e l i n e f o r s e t t i n g t h e a l l o w a b l e t o l e r a n c e s f o r t h e d i f f e r e n t s t a t i s t i c a l q u a n t i t i e s i n v e s t i g a t e d . S u b s e q u e n t l y , t h e s e t o l e r a n c e s had t o b e c h o s e n a r b i t r a r i l y , b u t t h e y were c a r e f u l l y p i c k e d t o p r o v i d e a c o n s i s t e n t p i c t u r e . G a u s s i a n D i s t r i b u t i o n Assumption S i n c e t h e s a m p l e s a r e n o t c o m p l e t e l y i n d e p e n d e n t , i t i s n o t m e a n i n g f u l t o a p p l y t h e C h i - s q u a r e t e s t f o r c h e c k i n g t h e c l o s e n e s s o f f i t of t h e

p r o b a b i l i t y d i s t r i b u t i o n of t h e two components. I n s t e a d , a mean-square d e v i a t i o n ( D ) of t h e computed p r o b a b i l i t y d e n s i t y f u n c t i o n o f t h e

s t a n d a r d i z e d random v a r i a b l e s [ z = (c-<C>)/U] f r o m t h e s t a n d a r d G a u s s i a n d e n s i t y i s d e t e r m i n e d a s a n i n d i c a t o r f o r t h i s t e s t . S i x t y i n t e r v a l s of e q u a l w i d t h w e r e u s e d and t h e r e s u l t s a r e g i v e n i n T a b l e s I a n d 11.

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where P c ( z ) i s t h e computed d e n s i t y f u n c t i o n and P ( z )

i s

t h e s t a n d a r d i z e d G a u s s i a n d e n s i t y f u n c t i o n . The t a s k of d e c i d i n g wgat d e v i a t i o n i s

a c c e p t a b l e w i l l be p r e s e n t e d i n t h e f o l l o w i n g p a r a g r a p h s .

A s h a s been shown i n t h e p r e v i o u s s e c t i o n , knowing t h e c o r r e l a t i o n c o e f f i c i e n t and t h e r a t i o of t h e mean-square v a l u e s of t h e two components, i t i s p o s s i b l e t o p r e d i c t t h e v a l u e s of t h e s t a n d a r d d e v i a t i o n s [ a ( 1 ) and a ( y ) ] f o r b o t h t h e n o r m a l i z e d mean-square p r e s s u r e and t h e sound p r e s s u r e l e v e l s i f t h e components a r e t r u l y Gaussian d i s t r i b u t e d . Thus a t o l e r a n c e v a l u e f o r t h e mean-square d e v i a t i o n ( D ) may be chosen by comparing t h e p r e d i c t e d and t h e computed v a l u e s of o ( I ) and o ( y ) . Comparison u s i n g a ( y ) t u r n e d o u t t o be b e t t e r , b e c a u s e a few v e r y l a r g e v a l u e s of t h e sampled C1 and C2 c a n a f f e c t t h e c a l c u l a t e d o ( 1 ) s i g n i f i c a n t l y b u t t h e i r i n f l u e n c e on t h e computed p r o b a b i l i t y d e n s i t y f u n c t i o n s of C 1 and C2 w i l l be less s e v e r e , e x c e p t a t t h e t a i l end i n t e r v a l s . T h i s e f f e c t i s somewhat s u p p r e s s e d by t h e l o g a r i t h m i c o p e r a t i o n when sound p r e s s u r e l e v e l s a r e used.

F i g u r e s 1 t o 4 show t h e comparisons between t h e computed and t h e p r e d i c t e d s t a n d a r d d e v i a t i o n s of sound p r e s s u r e l e v e l s f o r t h e f o u r d i f f e r e n t s o u r c e p o s i t i o n s u s i n g a l l t h e sampled d a t a of d i f f e r e n t

f r e q u e n c i e s and d i f f e r e n t v a l u e s of b e t a . Data p o i n t s i n F i g u r e s 1 and 4 which show s i g n i f i c a n t d e v i a t i o n from t h e p r e d i c t e d v a l u e s a r e shown w i t h a

f l a g . These d a t a p o i n t s had v a l u e s of D l a r g e r t h a n 0.003 ( * i n

-

T a b l e s I and 1 1 ) . I f one c o n c l u d e s t h a t t h e two components t h a t make up p2 a r e non-Gaussian f o r t h e s e p a r t i c u l a r c a s e s , a t o l e r a n c e l i m i t of 0.003 c a n be chosen f o r t h e mean-square d e v i a t i o n (D) a s a c r i t e r i o n f o r a c c e p t i n g o r r e j e c t i n g t h e assumption t h a t t h e components a r e G a u s s i a n d i s t r i b u t e d . These r e s u l t s show t h a t t h e S c h r o e d e r c r i t i c a l f r e q u e n c y l i m i t d o e s n o t e n s u r e G a u s s i a n d i s t r i b u t i o n . V i o l a t i o n seems t o be r e s t r i c t e d o n l y t o c e r t a i n f r e q u e n c i e s depending o n t h e s o u r c e l o c a t i o n . For t h e p a r t i c u l a r room s t u d i e d , t h e s e were 250 and 315 Hz.

Zero-Mean Value Assumption

R e s u l t s p r e s e n t e d i n T a b l e s I11 and I V i n d i c a t e t h a t , i r r e s p e c t i v e of S c h r o e d e r ' s c r i t i c a l f r e q u e n c y l i m i t , t h e f i r s t assumption of

cC1> = <C2> = 0 i s g e n e r a l l y m e t , e x c e p t f o r t h e 630 Hz c a s e s . No

improvement t o t h e s e i r r e g u l a r r e s u l t s was a c h i e v e d when a d i f f e r e n t set of randomly sampled p o i n t s was used. S i m i l a r c a l c u l a t i o n s a t 620, 635 and 640 Hz showed v e r y s m a l l v a l u e s of <C1> and <C2>. Thus, t h e 630 Hz c a s e s must b e t r e a t e d a s anomalous f o r t h e p a r t i c u l a r room s t u d i e d because e x c e p t i o n a l l y l a r g e v a l u e s of <C1> and cC2> a p p e a r e d a t a l l t h e chosen s o u r c e p o s i t i o n s . R e s u l t s of t h e s e p e c u l i a r c a s e s p r o v i d e a means of c h e c k i n g t h e c o n c l u s i o n t h a t t h e e f f e c t of non-zero mean

i s

n o t i m p o r t a n t , i r r e s p e c t i v e of t h e o t h e r a s s u m p t i o n s . I n T a b l e X, s t a n d a r d d e v i a t i o n s computed from t h e sampled d a t a w i t h and w i t h o u t c o r r e c t i o n f o r t h e non-zero v a l u e s of t h e components, a r e p r e s e n t e d f o r comparfson. Except f o r t h e

c a s e s where 'C~>/<C:>' i s l a r g e r t h a n 0.5, t h e d i f f e r e n c e s a r e

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1

Equal Mean-Square Values Assumption

A s r e s u l t s p r e s e n t e d i n T a b l e V i n d i c a t e , t h e Schroeder c r i t i c a l f r e q u e n c y l i m i t does p r o v i d e some form of boundary f o r t h e a c c e p t a b i l i t y of t h i s assumption. I n g e n e r a l , c a s e s below t h e * Schroeder l i m i t have v a l u e s

L L

much l a r g e r t h a n one f o r t h e r a t i o < C 1 > / < C 2 > . A v a l u e of t h r e e might b e chosen as t h e a l l o w a b l e t o l e r a n c e f o r t h i s r a t i o i f t h e Schroeder l i m i t i s

t o be a c c e p t e d a s t h e g u i d e l i n e f o r a p p l y i n g t h e s t a t i s t i c a l model. The 500 Hz c a s e s must b e viewed a s anomalous f o r t h e p a r t i c u l a r room chosen because e x c e p t i o n a l l y l a r g e v a l u e s of t h i s r a t i o a p p e a r e d a t a l l s o u r c e p o s i t i o n s a n d - s i m i i a r c o m p u t a t i o n s a t 495, 505 and 510 Hz show a c c e p t a b l e L L v a l u e s f o r cC1>/<C2> f o r t h e same s o u r c e p o s i t i o n s . O t h e r t h a n t h a t , t h e r e a r e o n l y f i v e v i o l a t i o n s of t h i s a s s u m p t i o n a t f r e q u e n c i e s above t h e S c h r o e d e r l i m i t f o r s o u r c e p o s i t i o n s n o t a t t h e c o r n e r of t h e room. Zero C o r r e l a t i o n Assumption

S c h r o e d e r ' s c r i t i c a l f r e q u e n c y l i m i t seems t o mark t h e boundary between c a s e s w i t h l a r g e c o r r e l a t i o n c o e f f i c i e n t s and t h o s e w i t h more a c c e p t a b l e v a l u e s ( s e e r e s u l t s i n T a b l e VI). Choosing 0.3 a s t h e a l l o w a b l e t o l e r a n c e f o r t h e c o r r e l a t i o n c o e f f i c i e n t , t h e z e r o - c o r r e l a t i o n assumption i s v a l i d f o r a l l c a s e s above t h e Schroeder l i m i t f o r t h e c o r n e r s o u r c e p o s i t i o n e x c e p t f o r t h e 500 Hz c a s e s . Again t h e s e i r r e g u l a r r e s u l t s , which a p p e a r e d a t a l l s o u r c e p o s i t i o n s , must be viewed a s anomalous, s i n c e s i m i l a r

computation a t 495, 505 and 510 Hz showed a c c e p t a b l e v a l u e s . However, t h e r e a r e q u i t e a number of v i o l a t i o n s of t h i s assumption e v e n a t f r e q u e n c i e s above t h e S c h r o e d e r l i m i t f o r s o u r c e p o s i t i o n s o t h e r t h a n t h e c o r n e r . Computed S t a n d a r d D e v i a t i o n s

The computed s t a n d a r d d e v i a t i o n s of t h e n o r m a l i z e d mean-square p r e s s u r e s and t h e sound p r e s s u r e s a r e shown i n T a b l e s V I I and V I I I , r e s p e c t i v e l y . Based on t h e t o l e r a n c e s of 3 and 0.3 a s s i g n e d f o r t h e

assumptions of e q u a l mean-square v a l u e s and z e r o c o r r e l a t i o n r e s p e c t i v e l y , c o r r e s p o n d i n g t o l e r a n c e s [15% f o r u ( I ) and 6% f o r u ( y ) l c a n b e s e t f o r t h e computed s t a n d a r d d e v i a t i o n s u s i n g r e s u l t s shown i n T a b l e I X . Values above t h e s e t o l e r a n c e s a r e shown w i t h

*

i n b o t h t a b l e s . These r e s u l t s b r i n g o u t c l e a r l y t h e anomalous s i t u a t i o n s a t 500 Hz f o r t h e p a r t i c u l a r room s t u d i e d . Unacceptably h i g h v a l u e s a p p e a r e d a t a l l s o u r c e p o s i t i o n s f o r t h i s

f r e q u e n c y . I n g e n e r a l , one can r e l a t e t h e o t h e r u n a c c e p t a b l e v a l u e s w i t h t h e v i o l a t i o n s of t h e a s s u m p t i o n s p r e s e n t e d i n t h e o t h e r t a b l e s . However, one s h o u l d n o t e x p e c t complete c o r r e s p o n d e n c e because of t h e random e r r o r s i n v o l v e d .

When t h e s o u r c e was n o t l o c a t e d a t t h e c o r n e r , t h e computed s t a n d a r d d e v i a t i o n s exceeded t h e a l l o w a b l e t o l e r a n c e s i n numerous c a s e s even a t f r e q u e n c i e s above t h e Schroeder c r i t i c a l f r e q u e n c y l i m i t ( T a b l e s V I I and V I I I ) . Thus, b e s i d e s t h e Schroeder l i m i t r e q u i r e m e n t , t h e c o r n e r p o s i t i o n must be s p e c i f i e d f o r t h e s o u r c e b e f o r e t h e p r e d i c t i o n s from t h e s t a t i s t i c a l model can be f u l l y a c c e p t e d .

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10

A computer e x p e r i m e n t u s i n g t h e normal mode t h e o r y of r e c t a n g u l a r rooms

h a s shown t h a t , w i t h i n c e r t a i n

-

a l l o w a b l e t o l e r a n c e s f o r random e r r o r s , t h e s p a t i a l sampling s t a t i s t i c s of p 2 p r e d i c t e d by t h e s t a t i s t i c a l model a r e g e n e r a l l y v a l i d o v e r a f a i r l y wide r a n g e of room boundary a b s o r p t i o n v a l u e s p r o v i d e d t h a t : (1) t h e S c h r o e d e r c r i t i c a l f r e q u e n c y l i m i t i s s a t i s f i e d and ( 2 ) t h e s o u r c e i s l o c a t e d a t a c o r n e r of t h e room. The e f f e c t of boundary a b s o r p t i o n seems t o be a d e q u a t e l y t a k e n c a r e of by the r e q u i r e m e n t of t h e S c h r o e d e r l i a i t f o r normal v a l u e s of a b s o r p t i o n .

For t h e p a r t i c u l a r room s t u d i e d , t h e r e a r e anomalous r e s u l t s a t 500 Hz,

which a p p e a r a t a l l t h e f o u r p o s i t i o n s chosen. Such r e s u l t s would s u g g e s t t h a t f o r r e v e r b e r a t i o n room measurements i n v o l v i n g pure-tone o r v e r y

narrow-band s o u r c e s , a v e r a g i n g o v e r s o u r c e p o s i t i o n might n o t b e a d e q u a t e . Other t e c h n i q u e s s u c h a s r e s p o n s e a v e r a g i n g u s i n g r o t a t i n g d i f f u s e r may be a d v i s a b l e .

O t h e r non-valid r e s u l t s were caused mainly by t h e v i o l a t i o n s of two of t h e a s s u m p t i o n s i n v o l v e d i n t h e s t a t i s t i c a l model: t h e e q u a l mean-square v a l u e and t h e z e r o c o r r e l a t i o n a s s u m p t i o n s of t h e two components t h a t make

-

up p2. The o t h e r two a s s u m p t i o n s of z e r o l n e a n v a l u e and Gaussian

d i s t r i b u t i o n a r e m o s t l y v a l i d even a t f r e q u e n c i e s below t h e Schroeder l i m i t . Again t h e r e a r e anomalous s i t u a t i o n s which might b e p e c u l i a r t o t h e

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I

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Pure-Tone Measurements i n a R e v e r b e r a t i o n Room. J. Acoust. Soc. Am. 64, S77(A) (1978).

7. E b e l i n g , K . J . , F r e u d e n s t e i n , K. and A l r u t z , H. E x p e r i m e n t a l

I n v e s t i g a t i o n of S t a t i s t i c a l P r o p e r t i e s o f D i f f u s e Sound F i e l d s i n R e v e r b e r a t i o n Rooms. A c u s t i c a 51, 145-153 ( 1 9 8 2 ) .

8. S c h r o e d e r , M.R. and K u t t r u f f , K.H. O n Frequency Response Curves i n Rooms: Comparison o f E x p e r i m e n t a l , T h e o r e t i c a l , and Monte Carlo R e s u l t s f o r t h e Average F r e q u e n c y S p a c i n g between Maxima.

J.

Acoust. Soc. Am. 3 4 , 76-80 ( 1 9 6 2 ) .

9. Chu,

W.T.

Eigenmode A n a l y s i s o f t h e I n t e r f e r e n c e P a t t e r n s i n R e v e r b e r a n t Sound F i e l d s . J. -4coust. Soc. Am. 68, 184-190 (1980). 10. American N a t i o n a l S t a n d a r d P r e c i s i o n Methods f o r t h e D e t e r m i n a t i o n of

Sound Power L e v e l s of Broad-Band Noise S o u r c e s i n R e v e r b e r a t i o n Rooms. ANSI S1.31-1980. American I n s t i t u t e of P h y s i c s , New York.

11. D a v e n p o r t ,

W.B.,

Jr. and R o o t , W.L. An I n t r o d u c t i o n t o t h e Theory of Random S i g n a l s and Noise. McGraw-Hill, New York, 1958, p. 168.

12. Bowers, H. a n d Lubman, D. D e c i b e l A v e r a g i n g i n R e v e r b e r a n t Rooms. LTVR Tech. R e p o r t 0-71200/8TR-130 ( 1 9 6 8 ) .

13. Morse,

P.M.

and I n g a r d , U. T h e o r e t i c a l A c o u s t i c s . McGraw-Hill, New York, 1968.

14. S p r i n g e r , M.D. The A l g e b r a of Random V a r i a b l e s . J o h n Wiley & S o n s , New York, 1979, Ch. 3.

15. G r a d s h t e y n , I.S. and Ryzhik, I . M . T a b l e of I n t e g r a l s S e r i e s and P r o d u c t s . Academic P r e s s , New York, 1965-

16. McLachlan,

N.W.

B e s s e l F u n c t i o n s f o r E n g i n e e r s . Oxford Univ. P r e s s , London, 2nd E d i t i o n , 1961.

(14)

17. C r a m e r , H. M a t h e m a t i c a l Methods of S t a t i s t i c s . P r i n c e t o n Univ. P r e s s , P r i n c t o n , N J , 1 9 4 6 , S e c t i o n 12.3.

(15)

TABLE

I.

Mean-square d e v i a t i o n of computed p r o b a b i l i t y d e n s i t y f u n c t i o n f r o m s t a n d a r d G a u s s i a n d e n s i t y f o r 1st component. S o l i d l i n e s mark b o u n d a r i e s of S c h r o e d e r ' s c r i t i c a l f r e q u e n c y l i m i t . BETA - - SOURCE

AT

( 0 . 0 0 , 0.00, 0.00)

SOURCE AT

( 2 . 3 4 , 1.57, 1.67) - - SOURCE

AT

(4.50, 3.00, 2.30) - SOURCE AT (6.00, 4.20, 3 - 5 0 ]

(16)

-. .-.----.- .. . . .. . .

14

TABLE 11. Mean-square d e v i a t i o n of computed p r o b a b i l i t y d e n s i t y f u n c t i o n from standard Gaussian d e n s i t y f o r 2nd component. S o l i d l i n e s mark boundaries of Schroederrs c r i t i c a l frequency limit.

BETA

F R E Q

0.0010 0.0015 0.0025 0.0035 0.0050 0.0070 0.0100 SOURCE AT (0.00, 0.00, 0.00) 160 0.0008 0.0009 0.0010 0.0012 0.0011 0.0011 0.0009 200 0.0016 0.0013 0.0014 0.0010 0.0008 0.0016 r 0 . 0 0 1 1 250 0.0011 0.0015 0.0008 0.0011 0.0012

]

0.0010 0.0012 315 0.0160* 0.0120* 0.0063*

1

0.0026 0.0008 0.0009 0.0006 400 0.0023 0.0012

1

0.0014 0.0011 0.0009 0.0017 0.0012 500 0.0013 1 0 . 0 0 1 4 0.0009 0.0010 0.0011 0.0010 0.0009 630 0.0014 0.0013 0.0010 0.0012 0.0015 ' 0.0014 0.0012 800 0.0009 0.0010 0.0013 0.0010 0.0010 0.0006 0.0008 1000 0.0010 0.0009 0.0011 0.0007 0.0009 0.0010 0.0008 - SOURCE AT (2.34, 1.57, 1.67) SOURCE AT (4.50, 3.00, 2.30) 160 0.0008 0.0010 0.0011 0.0015 0.0013 0.0019 0.0020 200 0.0016 0.0016 0.0014 0.0016 0.0010 0.0011 1 0 . 0 0 1 0 250 0.0060* 0.0066* 0.0056* 0.0043* 0.0026

1

0.0014 0.0008 315 0.0190* 0.0170* 0.0140*[ 0.0100* 0.0064* 0.0033* 0.0017 400 0.0013 0.0016

1

0.0013 0.0008 0.0008 0.0009 0.0012 500 0.0009 [ 0 . 0 0 1 1 0.0010 0.0011 0.0011 0.0008 0.0008 630 0.0012 0.0012 0.0011 0.0010 0.0013 0.0010 0.0008 800 0.0011 0.0015 0.0009 0.0009 0.0011 0.0012 0.0016 1000 0.0010 0.0012 0.0016 0.0015 0.0022 0.0012 0.0013

SOURCE

AT (6.00, 4.20, 3.50) 160 0.0011 0.0011 0.0010 0.0011 0.0014 0.0012 0.0015 200 0.0008 0.0009 0.0012 0.0017 0.0013 0.0016

1

0.0012 250 0.0016 0.0014 0.0007 0.0016 0.0013 [ 0 . 0 0 1 3 0.0012 315 0.0120* 0.0095* 0.0044*

1

0.0010 0.0016 0.0015 0.0007 400 0.0013 0.0010

1

0.0010 0.0010 0.0012 0.0011 0.0013 500 0.0012

1

0.0011 0.0008 0.0012 0.0010 0.0012 0.0015 630 0.0019 0.0012 0.0015 0.0014 0.0011 0.0012 0.0008 800 0.0009 0.0010 0.0011 0.0009 0.0006 0.0011 0.0010 1000 0.0006 0.0010 0.0007 0.0018 0.0010 0.0012 0.0007

(17)

15

TABLE

111. Ratio of the 1 s t component's mean value and t h e square-root of i t s mean-square value, < c ~ > / < c ~ > + . S o l i d l i n e s mark

boundaries of Schroeder's c r i t i c a l frequency l i m i t .

BETA

FREQ 0.0010 0.0015 0.0025 0.0035 0.0050 0.0070 0.0100

SOURCE

AT (0.00, 0.00, 0.00) 160 0.010 200 0.006 250 0.021 315 0.008 400 0.005 500 0.004 630 0.015 800 0.047 1000 0.020

SOURCE AT

(2.34, 1.57, 1.67) 160 0.020 200 0.001 250 0.027 315 0.018 400 0.035 500 0.007 630 0.006 800 0.036 1000 0.023

SOURCE AT

(4.50, 3.00, 2.30) 200 0.009 250 0.015 315 U.013 400 0.018 500 0.041 630 0.005 800 0.002 1000 0.030

SOURCE

AT (6.00, 4.20, 3.50) 160 0.011 200 0.005 250 0.003 315 0.001 400 0,000 630 0.030 800 0.021 1000 0.007 *Values >0.1

(18)

16

TABLE IV.

Ratio of the 2nd component's mean value and the square-root of its mean-square value,

'c2>/<c2>*.

2 Solid lines mark

boundaries of Schroeder's critical frequency limit.

BETA FREQ 0.0010 0.0015 0.0025 0.0035 0 .OD50 0.0070 0.0100 SOURCE AT (0.00, 0.00, 0.00) 160 0.013 0.013 0.013 0.013 0.013 0.013 0.012 200 0.002 0.001 0.003 0.005 0.007 0.008

1

0.009 250 0.018 0.019 0.020 0.020 0.018

I

0.015 0.010 315 0.012 0.010 0.007

[

0.002 0.003 0.006 0.006 400 0.017 0.019

1

0.021 0.02 1 0.019 0.018 0.016 500 0.006 1 0 . 0 0 6 0.006 0.007 0.007 0.007 0.004 630 0.313* 0.260* 0.191* 0.151* 0.115* 0.089 0.067 800 0.030 0.029 0.026 0.020 0.014 0.008 0.001 1000 0.037 0.033 0.024 0.018 0.013 0.008 0.003 SOURCE AT (2.34, 1.57, 1.67) 160 0.010 0.016 0.027 0.036 0.049 0.058 0.079 200 0.008 0.009 0.013 0.018 0.027 250 0.023 0.023 0.026 0.028 0.032 315 0.028 0.028 0.030

1

0.030 0.030

*lzr

0.027 0.02 1 400 0.001 0.001

[

0.005 0.010 0.016 0.023 0.029 500 0.005 0.006 0.007 0.008 0.012 0.016 0.030 630 0.667* 0.609* 0.478* 0.392* 0.323* 0.273* 0.234* 800 0.023 0.024 0.025 0.026 0.026 0.024 0.019 1000 0.003 0 .OOO 0.006 0.009 0.011 0.013 0.019 SOURCE AT (4.50, 3.00, 2.30) 160 0.010 0.009 0.006 0.002 0.014 0.025 0.041 200 0.005 0.006 0.011 0.012 0.016 0.018

]

0.016 250 0.006 0.005 0.002 0.001 0.002

1

0.003 0 .OO 1 315 0.014 0.015 0.015

1

0.015 0.015 0.013 0.004 400 0.002

,

:

1

0.005 0.008 0.011 0.004 0.004 500 0.003 0.005 0.007 0.009 0.0 12 0.018 630 0.144* 0.095 0.045 0.022 0.004 0.004 0.012 800 0.007 0.005 0.000 0.004 0.008 0.012 0.013 1000 0.036 0.035 0.032 0 -030 0.028 0.029 0.028 SOURCE AT (6.00, 4.20, 3.50) 160 0.013 0.019 0.024 0.028 0.039 0.056 0.07 1 200 0.007 0.010 0.014 0.020 0.023 0.030

]

0.030 250 0.003 0.002 0.001 0 .OO 1 0.002

1

0.002 0.004 315 0.028 0.027 0.023

1

0.018 0.012 0.011 0.017 400 0.015 0.015

1

0.016 0.016 0.014 0.010 0.009 500 0.001

1

0,000 0.000 0.001 0.003 0.005 0.001 630 0.589* 0.511* 0.412* 0.354* 0.297* 0.259* 0.210* 800 0.005 0.009 0.015 0.018 0.020 0.021 0.024 1000 0.023 0.021 0.020 0.019 0.015 0.013 0.011 *Values '0.1

(19)

17

TABLE

V. Ratio of the two components' mean-square v a l u e s ,

<c:>/<c~

>.

Solid l i n e s mark boundaries of Schroeder's c r i t i c a l frequency

l i m i t

.

BETA FREQ 0.0010 0.0015 0.0025 0.0035 0.0050 0.0070 0.0100

SOURCE AT

(0.00, 0.00, 0.00) -

SOURCE AT

(2.34, 1.57, 1.67) - --

SOURCE

AT

(4.50, 3.00, 2.30) 160 181.04* 83.62* 33.53* 19.71" 11.97" 7.79* 4.86* 200 2.58 4.18* 4.63" 4.42* 4.35" 4.41*

[

3.94* 2 50 18.51* 8.79* 3.87" 2.56 1.93

I

1.64 1.40 315 17.54* 7.94* 2.95

1

1.59 0.88 0.57 0.45 400 2.47 1.64

1

1.33 1.22 1 .OO 0.79 0.65 500 22.16* ] 1 1 . 1 9 * 5.54* 3.95* 3.04* 2.45 1.93 630 1.77 1.73 1.37 1.16 1.03 0.97 0.94 800 1.99 1.36 1.05 1.03 1.08 1.11 1.14 1000 0.87 0.84 0.90 0.94 0.99 1.05 1.13

SOURCE AT

(6.00, 4.20, 3.50)

(20)

TABLE

VI.

C o r r e l a t i o n c o e f f i c i e n t

,

<c1c2>/

[<c:><c$>]*,

of t h e two components. S o l i d l i n e s mark b o u n d a r i e s of S c h r o e d e r ' s c r i t i c a l

i

f r e q u e n c y l i m i t .

BETA

FREQ

0.0010 0.0015 0.0025 0.0035 0.0050 0.0070 0.0100 - - - - SOURCE

AT

(0.00, 0.00, 0.00) 160 0.72* 0.71* 0.67* 0.63* 0.54" 0.4 3* 0.30 200 -0.53* -0.19 0.23 0.41* 0.47* 0.40*

]

0.25 250 -0.75* -0.70* -0.57" -0.42* -0.26

1

-0.14 -0.08 3 15 0.00 -0.02 -0.07

J

-0.11 -0.13 -0.14 -0.16 400 -0.45* -0.33*

1

-0.16 -0.08 -0.02 0.02 0.02 500 -0.68*

1

-0.64* -0.54* -0.43* -0.30 -0.19 -0.08 630 -0.11 -0.15 -0.16 -0.17 -0.17 -0.15 -0.13 800 0.07 0.07 0.00 -0.04 -0.06 -0.05 -0.02 1000 -0.03 -0 -04 -0.02 0.01 0.05 0.07 0 -08 SOURCE

AT

(2.34, 1.57, 1.67) 800 0.05 0.04 -0.08 -0.16 -0.19 -0.17 -0.14 1000 -0.33* -0.25 -0.17 -0.13 -0.10 -0.06 0.00

i

SOURCE

AT

(4.50, 3.00, 2.30)

SOURCE AT

(6.00, 4.20, 3.50)

i 1

(21)

TABLE

VII.

S t a n d a r d d e v i a t i o n of normalized mean-square p r e s s u r e s ,

- -

~ ( p ~ / < ~ ~ > ) . S o l i d l i n e s mark b o u n d a r i e s of Schroeder ' s c r i t i c a l f r e q u e n c y l i m i t .

-

BETA

-~ SOURCE AT (0.00, 0.00, 0.00) - SOURCE

AT

(2.34, 1.57, 1.67) SOURCE

AT

(4.50, 3.00, 2.30) p-- - SOURCE

AT

(6.00, 4.20, 3.50)

(22)

TABLE VIII. Standard d e v i a t i o n of t h e sound p r e s s u r e l e v e l s ,

o(SPL).

S o l i d l i n e s mark boundaries o f Schroeder's c r i t i c a l f r e q u e n c y

l i m i t . BETA FREQ 0.0010 0.0015 0.0025 0.0035 0.0050 0.0070 0.0100 SOURCE AT ( 0 . 0 0 , 0.00, 0 . 0 0 ) 800 5.69 5.77 5.82 5.8 3 5.57 5.64 5.62 1000 5.73 5.61 5.55 5.55 5.55 5.55 5.69 SOURCE AT ( 2 . 3 4 , 1.57, 1 . 6 7 ) 160 8.60* 8.29* 7.79* 7.47* 7.14* 7.01* 6.91* 200 7.73* 7.65* 7.25* 6.97* 6.71* 6.50*

1

6.38* 250 8.88* 8.37* 7.81* 7.39" 6.90*

1

6.62* 6.23* 3 15 5.58 5.20* 4.87*

1

4.83* 4.88* 4.99* 5.42 400 6.28* 5.93*

1

5.57 5.47 5.39 5.40 5.52 500 7.33*

1

6.94* 6.48* 6.18* 5.95* 5.65 5.51 630 4.87* 5.31 5.53 5.74 5.6 1 5.60 5.68 800 5.38 5.42 5.56 5.68 5.72 5.77 5.57 1000 5.89 5.87 5.64 5.69 5.47 5.75 5.4 1 SOURCE AT ( 4 . 5 0 , 3.00, 2 . 3 0 ) - - -- - - - - - SOURCE AT ( 6 . 0 0 , 4.20, 3 . 5 0 ) 160 7.64* 7.18* 6.57* 6.18* 5.84 5.69 5.69 200 6.22* 5.95* 6.07* 6.04* 6.09* 6.12*

1

5.99* 2 50 7.64* 7.15* 6.6 l* 6.33* 5.86

1

5.62 5.43 3 15 4.64* 4.93* 5.46

]

6.01* 6.27* 6.04* 5.85 400 7.37* 6.85*

r

6.27* 5.99* 5.96* 5.76 5.92* 500 7.82*

1

7.34* 6.67* 6.41* 6.11* 6. OO* 6.00* 630 5.26 5.52 5.53 5.62 5.61 5.74 5.69 800 5.76 5.58 5.89 5.921 5.77 5.49 5.42 1000 6.07* 6.07* 5.66 5.56 5.53 5.44 5.47

(23)

TABLE

IX.

Predicted standard deviations for d i f f e r e n t values of the r a t i o of the components' mean-square values

(RM)

and t h e i r correlation c o e f f i c i e n t

(CC).

...

.:.>

.

...., ( A ) f o r normalized mean-square pressure

... ...

(B)

f o r sound pressure l e v e l 0.00 5.57 5.67 5.81 0.10 5.58 5.68 5.82 0.20 5.60 5.70 5.85 0.30 5.65 5.75 5.89 0.40 5.72 5.82 5.96 0.50 5.81 5.91 6.05 0.60 5.94 6.04 6.18 0.70 6.13 6.23 6.36 0.80 6.41 6.51 6 . 6 4 0.90 6.90 6.99 7.11 0.98 7.91 7.97 8.06

(24)

22

TABLE X.

Comparison of s t a n d a r d d e v i a t i o n s computed w i t h (*) and w i t h o u t c o r r e c t i o n f o r

the

non-zero mean v a l u e s of t h e components

-

630

Hz.

BETA Source p o s i t i o n 0.0010 0.0015 0.0025 0.0035 0.0050 0.0070 0.0100 (0.00,0.00,0.00) 1.04 1.03 1.03 1.03 1.04 1.05 1.06 1.04* 1.03* 1.02* 1.03* 1.04* 1 . 0 1.06* (2.34,1.57,1.67) 0.88 1.02 1.10 1.09 1.07 1.06 1.04 1.12* 1.19* 1.18* 1.12* 1.07* 1.05* 1.02*

(25)

....

-

*. . . -...--.-,.--- . . .~.~~....,....-.--.--..-..- . . . . . .-. . . - .

2

3

APPENDIX A

Listing of Program used in the Computer Experiment

IBM FORTRAN IV PROGRAM FOR COMPUTER SIMULATION OF REVERBERATION

SOUND FIELD

-

PURE-TONE EXCITATION

SAMPLING STATISTICS CALCULATION

EXCLUDING POINTS ON BOUNDARIES HALF LAMDA AWAY

11 BETA CASES, TRULY RANDOMLY SPACED POINTS

USE IBM SUBROUTINE TO GENERATE RANDOM NUMBERS

USEFUL DATA

ARE

STORED ON FILE DATA.SAMOOO$M

NL=LOWER MODE NO.

;

NU-UPPER MODE NO.

NBI=INITIAL BETA NO. AND NBF=FINAL BETA NO.

XR,YR,ZR

=

ROOM DIMENSIONS

XS ,YS,ZS

=

SOURCE LOCATION

NX,NY,NZ

=

NO. OF GRID LINES IN THE THIZEE CO-ORDINATES

INTEGER*4 IY/23

1/

REAL*4 YFL

DIMENSION

XF(3000),P1(3000),P2(3000)

DIMENSION DISDIF(3000) ,PlU(3000),P2U(3000)

DIMENSION

PS(3000),TC(60),PD1(60),PD2(60),TPD(60)

DIMENSION TS(60),TD(60),APD1(6O),TAPD1(60),APD2(60),TAPD2(60)

DIMENSION CS1(100),CS2(100),CS3(100),SPL(3000)

DIMENSION BETA(11), CF1(3000),CF12(3000)

DIMENSION CF2(100,3000),CF3(100,3000)

DIMENSION FKl(100) ,FK2(100),FK3(100)

DOUBLE PRECISION Pl,P2,P3

DATA NL,NU,NBI,NBF/0,40,3,9/,XR,YR,ZR/8.0,6.5,4.9/

DATA FREQ/505.0/

DATA XS,YS,ZS/O.O,O.O,O.O/

DATA NX,NY,NZ/15,12,9/

DATA

BETA/0.025,0.015,0.01,0.007,0.005,0.0035,- 10.0025,0.0015,0.0U10,0.0005,0.0001/

FORMAT

( '

FREQUENCY=',F7.1,10X,' SOURCE AT ',F5.2,',',F5.2,',',-

1F5.2,5X,' BETA=',F8.6//)

FORMAT (20X,' MEAN VALUE OF M-S=',E14.6/20X,' SIGMA FOR M-S=',-

lF7.3/20X,' SIGMA FOR SPL(DB)z1,F7.3)

FORMAT (20X,' X-CORR. COEFF. BETWEEN COMPONENTS=',F7.3/-

120X,

'

VARIANCE FROM NORMAL OF 1 ST COMP.=',E14.6/-

220X,' VARIANCE FROM NORMAL OF 2 ND COMP.=',E14.6/-

320X,' VARIANCE FROM THEORY FOR APD(M-S)s1,E14.6/-

420X,' VARIANCE FROM THEORY FOR APD(SPL)=',E14.6//)

FORMAT (7X,3HM-S ,5X,

10H APD(M-S) ,1OH TAPD(M-S) ,3X,-

13HSPL,7X,lOH APD(SPL),lOH

TAPD(SPL),4X,3HMAG,6X,lOH AP~l(c-l),-

210H TAPD(COM),lOH APD2(C-2)//)

FORMAT

(3X,3F10.4,3X,3F10.4,3X,4F10.4)

FORMAT

( / / / I

FORMAT(20X,' LAMDA*S/V= ',F6.3/20X,' BOUNDARY COR FACTOR= ',F6.3)

FORMAT(20X,' TOTAL NUMBER OF MODES sUMMED;',EL~.~)

FORMAT(20X,' COMPONENTS MEANS

&

RATIOS TO M-S z1,4E14.6)

FORMAT(20X,' COMPONENTS MEAN-SQUARES

&

~~~1@',3E14.6)

FORMAT(' ROOM

DIMENSIONS=',F5.2,',',F5.2,',',F5.2)

FORMAT(20X,' NO.OF SAMPLED POINTS=',I4)

FORMAT(' SECOND CASE

:

NON ZERO MEAN OF COMPONENTS

AKE

-

(26)

2

4

14

F O R M A T ( ~ F ~ ~ . ~ )

15

FORMAT(7X,' FREQ=',F7.1,10X,' SOURCE AT ',F4.1,',',F4.1,',',-

lF4*1///)

16

FORMAT(7X,4HBATA,2X,12HRATIO OF M-S,~X,~~HX-CORR.

COEFF,2X,lOH-

lSIGMA(M-S) ,~X,~OHSIGMA(SPL)

,5X,llHvA~-TH(M-S)

,3X,-

~~~HVAR-TH(SPL)//)

17

FORMAT(3X,F8.5,F14.3,3Fl2.3,4X,ZE15.6)

18

FORMAT(8E15.6)

19

FORMAT(I4,E12.6,14,E15.6)

PI~3.1415926

AREA=2.*(XR*YR+YR*ZR+ZR*XR)

VOLU=XR*YR*ZR

SPEED OF SOUND

=

343 M/S

FK=2

.*PI*FREQ/343.

SLOV=(343./FREQ)*AREA/VOLU

WAVLEN=34

3.

/FREQ

GENERATE CHARACTERISTIC FUNCTION FOK SOURCE

DO

80

L7=NL,NU

A=L7 *P I

L=L7+1

FKl(L)=A/XR

FK2(L)=A/YR

FK3(L)=A/ZR

CS~(L)=COS(FK~(L)*XS)

CS~(L)=COS(FKZ(L)*YS)

80

CS~(L)=COS(FK~(L)*ZS)

C

GENERATE RANDOM SAMPLING POINTS

LAMDA/2 FROM BOUNDARIES

N4=0

DO 20 L1-l,NX

DO 24 Ml=l,NY

DO 28 N1-l,NZ

CALL UDRAN(1Y ,YFL)

RNl=YFL

RNlT=O

.4*COS(PI*KNl)

IF(L1.EQ.l)GOTO

22

IF(L~.EQ.NX)GOTO

21

XFl=(WAVLEN/Z, )+(XR-WAVLEN)*(L~-1 .+RN~T)/

(NX-1)

GOT0

23

21

XF~=XR-(WAVLEN/~.)*(~.O+O.~*COS(RN~))

GOT0 23

22

XF~=(WAVLEN/~.)*(~.O+O.~*COS(RN~))

23

CALL UDRAN(IY,YFL)

RN2=YFL

RN~T=O.~*COS(PI*O.~*(RN~+RN~))

IF(M1 .EQ. 1

)GOTO 26

IF(M1.EQ.NY)GOTO

25

YF~=(wAVLEN/~.)+(YR-wAVLEN)*(M~-~.+RN~T)/(~-~)

GOT0 27

25

YF~=YR-(WAVLEN/~.)*(~.O+O.~*COS(RNZ))

GOT0 27

26

YFl=(WAVLEN/2.)*(1.0+0.4*COS(RNZ))

27

CALL UDRAN(1Y ,YFL)

RN3=YFL

(27)

. - - - - .. . . . . . . . . - . . .

2

5

IF(N1 .EQ. 1

)GOTO 30

IF(N1 .EQ.NZ)GOTO 29

EN/2.)+(ZR-wAVLEN)*(N~-~.O+RN~T)/(NZ-1)

29

ZFl=ZR-(WAVLEN/~.)*(~.O+O.~*COS(RN~))

EN/~.)*(~.O+O.~*COS(RN~))

R1 S=(XFl-XS)**2

R2S=(YFl-YS)**2

R3S=(ZFl-ZS)**2

DISDIF(N4)=SQRT(RlS+R2S+R3S)

XF(N4)=XF1

DO 40 I=NL,NU

I7=1+1

CF2(17,N4)=COS(FK2(17)*YFl)

CF3(17,N4)=CoS(FK3(17)*ZE'l)

40

CONTINUE

28

CONTINUE

24

CONTINUE

20

CONTINUE

DO 500 KB=NBI,NBF

BATA-BETA

(KB)

P3-0.0

SMODE-0

.

DO 70

1-1

,N4

Pl(I)=O.O

70

P2(1)=0.0

DO 280 L=NL,NU

E112.0

IF (L.EQ.O)

~ 1 ~ 1 . 0

L7

=L+1

Bl=El

/XR

FKll=FKl(L7)

FKlS=FKll*FKll

CSll=CSl

(L7)

DO 56 L1=1,N4

56

CFl(Ll)=COS(XF(Ll)*FKll)

DO 270 M=NL,NU

E2~2.0

IF (M.EQ.O)E2=1.0

M7

=M+

1

B12=Bl+E2/YR

E12=El*E2

FK22=FK2

(M7

)

FK2

S=FK2

2

*FK2

2

FK12SxFKl

S+FK2

S

CS12=CSl

l*CS2(M7)

DO 66 Ml=l,N4

66

C F ~ ~ ( M ~ ) I C F I ( M ~ ) * C F ~ ( M ~ , M ~ )

DO 260 N=IqL,NU

L4=L+M+N

IF (L4.EQ.O)GOTO

260

E3-2.0

(28)

IF (N.EQ.O)E3=1.0

N7=N+1

FK33=FK3(N7)

FK4=SQRT(FK12S+FK33*FK33)

FK~s(FK-FK~)*(FK+FK~)

B123=B12+E3/ZR

E123=E12*E3

SMODE=SMODE+l.

CS123=CS12*CS3(N7

)

css=cs123*cs123

B9=2.*FK*BATA*B123

Dg=(B9**2+FK6**2)/El23

P3=P3+CSS*FK*FK/D9

DO 200 N1=1,N4

C123=CFl2(Nl)*CF3(N7,Nl)

C=CS123*C123/D9

Pl(Nl)=Pl(Nl)+C*FK6*FK

P2(Nl)=P2(Nl)+C*Eg*FK

CONTINUE

CONTINUE

CONTINUE

CONTINUE

STORE USEFUL

DATA

ON

FILE

DATA.SAIIOOOSM

WKITE(4,14) XR,YR,ZR,XS

,YS,ZS,FREQ,BATA

WRITE(4,lg)

NU

,SMODE,N4

,P3

WRITE(4,lS) (~1(1),~2(1),I=l,N4)

DATA FOR POINTS

C

MIN DISTANCE FROM SOURCE

ARE

NOT TO BE USE0

DMIN=O.5636*SORT(BATA*AREA)

L9=0

DO 300 Ll=l,N4

DIST=DISDIF(Ll)-DMIN

IF(DIST.LE.O.O)GOTO

300

L9=L9+1

PlU(L9)=Pl(Ll)

P2U(L9)=P2(Ll)

CONTINUE

N3

=L9

CASE=

1.0

NCAS=O

COV=O.

PlS=O.

P2S=O.

P3S=O.

PlM=O.

P2M=O.

DO 282 I=l,N3

P~M=P~M+P~U(I)

P2M=P2M+P2U(I)

P ~ M = P ~ M / N ~

P2M=P2M/N3

PlM,P2M ARE

MEAN

VALUES OF

THE

COMPONENTS

THE

NON ZERO VALUE OF THE MEANS ARE SUBTRACTED OUT

IN THE SECOND CASE

(29)

PlMl=PlM*( 1 .O-CASE)

P2Ml=P2M*(l.O-CASE)

P1

l=PlU(J)-P1M1

P22=P2U(J)-P2Ml

PlS=PlS+Pl l*Pl1

P2S=P2S+P22*P22

COv=cov+Pl l*P22

PS(J)=Pll*Pll+P22*P22

P3S=P3S+PS(J)

CROSC=COV/SQRT(PlS*P2S)

SM=P3

S

/N3

CORECT=P3/SM

PlS=PlS/N3

P2S=P2S/N3

PSR=PlS/P2S

PlMR=PlM/SQRT(PlS)

P2MR=P2M/SQRT(P2S)

PlS,P2S

ARE

THE MEAN-SQUARE VALUES OF THE COMPONENTS

sv=o.

SPLM=O.

SPLV=O

.

DO 292 J=l,N3

PS(J)=PS(J) /SM

SPL(J)=lO.*ALOGlO(PS(J))

SV=SV+PS(J)**2

SPLM=SPLM+SPL(J)

SPLV=SPLV+SPL(J)**2

CONTINUE

VARMS=SV/N3-1.

VARM=

SQRT

(

VARMS

)

VARSPL=(SPLV/N3)- (SPLM/N3)**2

VARS=SQRT(VARSPL)

CALCULATION OF CUMULATIVE DENSITY FUNCTION OF COMPONENTS

AND COMPARE WITH STANDARD NORMAL DISTRIBUTION

PlSS,P2SS

ARE

THE STANDARD DEVIATION OF COMPONENTS

IF(CASE.EQ.O.0)GOTO

191

plM2=(PlM*CASE)**2

P2M2=

(P2M*CASE)**2

GOT0 192

P 1M2=0

.O

P2M2=0.0

P~ss=sQRT(P~S-PIM~)

P~SS=SQRT

(P2S-P2M2

)

DO 196 I=1,60

TC(I)=I*O.~-3.0

L8

1=0

DO 193 J=l,N3

P~N=(PIu(J)-P~M>/P~SS

IF(P~N.GT.TC(I))GOTO

193

L81=L81+1

CONTINUE

ES=l.*L81

(30)

L8250

DO 194 J=l,N3

PZN=(P~U(J>-P~M)

/P2SS

IF(P2N.GT.TC(I))GOTO

194

L82=L82+1

CONTINUE

ES=

1. *L82

PD2(I)=ES/N3

CONTINUE

CALCULATION OF CUMULATIVE DISTRIBUTIONS

OF BOTH THE MEAN-SQUARE PRESSURE AND THE SPL

DO 296 I=1,60

TS(I)=(4.*1)/60.

L8

1=0

DO 293 J=1,N3

IF (PS(J).GT.TS(I))GOTO

293

L8

1

=L8

1+1

CONTINUE

ES=1

.*La1

APD1 (I)=ES/N3

TAPDl IS THE THEORETICAL DISTRIBUTION OF THE MEAN-SQUARE PRESSUKE

TAPD1

(I)=l .-EXP(-TS(1))

TD(I)=(40.*1)/60.-30.

L82=0

DO 294 J=l,N3

IF (SpL(J).GT.TD(I))GOTO

294

L82=L82+1

CONTINUE

E W 1

.*L82

APD2(I)=ED/N3

TAPD~(I)=~.-EXP(-(EXP(O.~~O~~~*TD(I))))

TAF'D2 IS THE THEORETICAL DISTRIBUTION OF THE SPL

CONTINUE

VCl=O.

VC2-0.

Vl=O.

v2=0.

DO

298 I=1,60

VCl=vCl+(TPD(I)-PDl(I))**2

VC2=vC2+

(TPD(1)-PD2 (I) )**2

Vl=Vl+(APDl(I)-TAPDl(I))**2

VZ=V2+(APD2(1)-TAPD2 (I) )**2

VCll-l=VC1/60.

VC2WVC2/60.

VlM=Vl/

60.

V2M=V2/60.

WRITE(3,ll) XR,YR,ZR

WRITE(3,l) FREQ,XS ,YS

,ZS

,BATA

WRITE (3,12) N3

WRITE

( 3 , 8 )

SMODE

WRITE (3,9) PlM,P2M,PlMR,P2MR

WRITE (3,lO) PlS,P2S

,PSR

WRITE (3,2) SM,VARM,VARS

WRITE

(

3,7

)

SLO

V,CORECT

(31)

WRITE (3,3) CROSC,VClM,VC2M,VlM,V2M

WRITE (3,4)

WRITE (3,5) (TS(1) ,APDl(I) ,TAPD~(I),TD(I) ,APD2(I) ,TAPD~(I)

,-

1TC(I),PD1(I),TPD(I),PD2(I),I=l,60)

WRITE (3,6)

CASE=O .O

NCAS=NCAS+l

IF

(NCAS

.

EQ .2 )GOTO 4 5

0

WRITE (3,13)

GOT0 283

WRITE(3,6)

CONTINUE

STOP

END

(32)

. . . .- --. . . . ... - --.- - - - --.---..

30

APPENDIX B

S c h r o e d e r ' s C r i t i c a l Frequency L i m i t Computation

I n g e n e r a l , t h e s t a t i s t i c a l model works a t f r e q u e n c i e s above t h e l i m i t g i v e n by S c h r o e d e r :

*

f c

'

2000 (T60/V) (B1)

which c o r r e s p o n d s t o a modal o v e r l a p i n d e x of t h r e e . V i s t h e room volume i n c u b i c m e t r e s and TsO i s i t s r e v e r b e r a t i o n t i m e . A c c o r d i n g t o Morse and I n g a r d , l 3 t h e e n e r g y i n e a c h mode d e c a y s e x p o n e n t i a l l y a f t e r t h e e x c i t a t i o n

i s s w i t c h e d o f f ; i . e .

where bN i s t h e damping f a c t o r of Eq. ( 5 ) and c i s t h e s p e e d of sound. I f i t i s assumed t h a t t h e o b l i q u e modes d o m i n a t e (which i s t r u e a t h i g h

f r e q u e n c i e s ) and t h a t t h e s p e c i f i c normal a d m i t t a n c e ( 8 ) i s i n d e p e n d e n t o f f r e q u e n c y , t h e t o t a l e n e r g y a l s o d e c a y s e x p o n e n t i a l l y : where: 6 = BS/V, S = t o t a l s u r f a c e a r e a of t h e room. From Eq. ( B 3 ) , i t f o l l o w s t h a t :

-

-10 l o g ( p 2 ) = 20 (0.43429) 6 c t which l e a d s t o :

Using Eqs. ( B l ) and (B4), t h e S c h r o e d e r l i m i t c a n b e computed f o r d i f f e r e n t v a l u e s o f 8.

(33)

. . .. . 3 1

APPENDIX

C D e t a i l e d D e r i v a t i o n of Eqs. ( 9 , 10, 1 1 ) A c c o r d i n g t o E q . ( 1 ) :

-

P 2 = (

f

A ~ c o s ~ ~ ) ~

+

( ~ ~ s i n 9 ~ ) ~ i = l i= 1 2 2 = C 1

+

C2 The f o l l o w i n g d e r i v a t i o n s a r e b a s e d on t h e a s s u m p t i o n s t h a t : ( 3 ) C 1 and C 2 a r e G a u s s i a n d i s t r i b u t e d .

Assiimptions ( 2 ) and ( 3 ) e n s u r e t h a t C 1 and C 2 a r e i n d e p e n d e n t random v a r i a b l e s . The p r o b a b i l i t y d e n s i t y f u n c t i o n s of C 1 and C 2 a r e :

2 2

I f one d e f i n e s u = C 1 and v = C 2 , t h e p r o b a b i l i t y d e n s i t y f u n c t i o n s of u and v a r e :

S i n c e C 1 a n d C 2 a r e s t a t i s t i c a l l y i n d e p e n d e n t , u and v a r e a l s o i n d e p e n d e n t random v a r i a b l e s . I f one d e f i n e s

o n e c a n w r i t e , u s i n g s t a t i s t i c a l m e t h o d s , 1 4 f o r t h e p r o b a b i l i t y d e n s i t y o f (S1+S2)I :

Figure

TABLE  I.  Mean-square  d e v i a t i o n   of  computed  p r o b a b i l i t y   d e n s i t y   f u n c t i o n   f r o m   s t a n d a r d   G a u s s i a n   d e n s i t y   f o r   1st  component
TABLE  11.  Mean-square  d e v i a t i o n   of  computed  p r o b a b i l i t y   d e n s i t y   f u n c t i o n   from  standard  Gaussian  d e n s i t y   f o r   2nd  component
TABLE  111.  Ratio  of  the  1 s t   component's  mean  value  and  t h e   square-root  of  i t s   mean-square  value,  &lt; c ~ &gt; / &lt; c ~ &gt; +
TABLE IV.  Ratio of  the 2nd  component's  mean value and the square-root  of  its mean-square  value,  'c2&gt;/&lt;c2&gt;*
+7

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