Psychophysical methods for equating performance between alternative motion simulators

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THE EFFECTS OF PSYCEOPEIYSICU MTCEUNG OH TEfB TRBNSPER OF TRAINING BETWEEN ALTERNATIVE MOTION SIMULATORS John M. Flach Aviation Research Laboratory University of Illinois at Urbana- Champaign Grant R. McMillan and Rik Warren Air Force Aerospace Medical Research Laboratory Wright - Patterson Air Force Base Melodie K. Snell Systems Research Laboratories, Inc. Dayton, Ohio ABSTRACT , Psychophysical matching t.echniques were employed to equate the subjeotive e4parienoe of motion in two motion simulation deviqes- the RATS, a whole- body motion environment and the ALCOOS, whioh presented motion eues through a moving seat-pan, The psyohophysioal. matahing technique was designated SIGMA, for Subjeotive Interaotive Gain Measurement Analysis. Use of the motion drive algorithm, derived using SIGMA, resulted in equivalent roll - axis traaking performance between the two simulators. However, training subjects in the ALCOGS using this motion drive algorithm did not result in better transfer between simulators than training with no motion cues. INTRODUCTION The Advanced LOW*-cost G-Cuing System (ALCOGS) was developed t o f u l f i l l the need for a "highly responsive and flexible research G - cuing system for tactical airoraft simulation w (Kleinwaks, 1980). This system inoludes hydraulically - actuated seat - pan, backrest, and seatbe1 t elements mounted in an aircraft seat frame. The Air Force Aerospaoe Medical Research Laboratory has recently been investigating the feasibility of using the ALCOGS to provide motion onset information in simulated flight environments (McMillan, Levison, h Martin, 1984; Levison, McMillan, & Martin, 1984; Martin, '1985). The results from these investigations have been mixed. On the one hand, performanoe i n a roll - axis traoking task showed significant improvement when rotational information was provided using the one - pieae seat - p a n o f t h e ALCOGS. This suggests that useful information is provided by the dynamic seat - pan. Yet, on the other hand, use of the dynamic seat - pan did not improve transfer to a similar roll - axis tracking task performed in a whole- body motion simulation provided by the Roll - Axis Tracking Simulator (RATS). That is, subjeots trained with motion cues provided through the seat - p a n o f t h e ALCOGS d i d n o better when transferred to a whole - body motion environment than subjeats trained in a static (no motion) environment. The .objective of the present investigation was to improve the transfer of training between the moving seat- pan of the ALCOGS and the whole - body motion' of the RATS through manipulation of.the algorithm used to drive the seat - pan of the ALCOGS. This investigation began with the hypothesis that positive transfer between the ALCOGS and the RATS could be improved by increasing the subjective equivalence between the motion experience provided by the two different motion

Transcript of Psychophysical methods for equating performance between alternative motion simulators

THE EFFECTS OF PSYCEOPEIYSICU MTCEUNG OH TEfB TRBNSPER OF TRAINING BETWEEN ALTERNATIVE MOTION SIMULATORS

John M . Flach Aviat ion Research Laboratory

Un ive r s i t y of I l l i n o i s a t Urbana-Champaign

Grant R . McMillan and Rik Warren A i r Force Aerospace Medical Research Laboratory

Wright-Patterson A i r Force Base

Melodie K . S n e l l Systems Research Labora to r i e s , Inc .

Dayton, Ohio

ABSTRACT ,

Psychophysical matching t.echniques were employed t o equate t h e s u b j e o t i v e e4par ienoe o f motion i n two motion s imu la t ion deviqes- t he RATS, a whole-body m o t i o n e n v i r o n m e n t and t h e ALCOOS, whioh p r e s e n t e d mot ion eues t h rough a moving seat-pan, The psyohophysioal. matahing technique was designated SIGMA, f o r S u b j e o t i v e I n t e r a o t i v e Gain Measurement Analysis. Use of t h e motion d r i v e a lgo r i thm, d e r i v e d us ing S I G M A , r e s u l t e d i n e q u i v a l e n t r o l l - a x i s t r a a k i n g pe r fo rmance be tween t h e two simulators. However, t r a i n i n g s u b j e c t s i n t h e ALCOGS u s i n g t h i s m o t i o n d r i v e a l g o r i t h m d i d n o t r e s u l t i n b e t t e r t r a n s f e r between s i m u l a t o r s than t r a i n i n g wi th no motion cues.

INTRODUCTION

The Advanced LOW*-cost G-Cuing System (ALCOGS) was developed t o f u l f i l l t he need f o r a " h i g h l y r e s p o n s i v e and f l e x i b l e r e s e a r c h G-cuing sys t em f o r t a c t i c a l a i r o r a f t s i m u l a t i o n w (K le inwaks , 1980). T h i s sys t em i n o l u d e s h y d r a u l i c a l l y- a c t u a t e d seat- pan, backres t , and s e a t b e 1 t elements mounted i n an a i r c r a f t seat frame. The Air Force Aerospaoe Medical Research Laboratory has r e c e n t l y been i n v e s t i g a t i n g t h e f e a s i b i l i t y of u s i n g t h e ALCOGS t o p r o v i d e motion o n s e t in format ion i n s imu la t ed f l i g h t environments (McMillan, Levison, h Martin, 1984; Levison, McMillan, & Martin, 1984; Mar t in , '1985). The r e s u l t s from t h e s e i n v e s t i g a t i o n s have been mixed. On the one hand, performanoe i n a r o l l - a x i s t r a o k i n g t a s k showed s i g n i f i c a n t improvement when r o t a t i o n a l i n f o r m a t i o n was p r o v i d e d u s i n g t h e o n e- p i e a e s e a t - p a n o f t h e ALCOGS. T h i s sugges t s t h a t u s e f u l in format ion is provided by the dynamic seat-pan. Yet, on t h e o t h e r hand , u s e o f t h e dynamic s e a t- p a n d i d n o t improve t r a n s f e r t o a similar r o l l - a x i s t r a c k i n g t a s k performed i n a whole-body motion s imu la t ion p r o v i d e d by t h e R o l l - A x i s T r a c k i n g S i m u l a t o r (RATS). Tha t is , s u b j e o t s t r a i n e d w i t h m o t i o n c u e s p r o v i d e d t h r o u g h t h e s e a t- p a n of t h e ALCOGS d i d no b e t t e r when t r a n s f e r r e d t o a whole- body mot ion e n v i r o n m e n t t h a n s u b j e a t s t r a i n e d i n a s t a t i c (no m o t i o n ) env i ronmen t . The . o b j e c t i v e of t h e p r e s e n t i n v e s t i g a t i o n was t o improve t h e t r a n s f e r of t r a i n i n g between the moving sea t - pan of t h e ALCOGS and t h e whole-body motion' of t he RATS through manipulat ion o f . t h e a l g o r i t h m used t o d r i v e t h e seat-pan of the ALCOGS.

This i n v e s t i g a t i o n began w i t h t h e h y p o t h e s i s t h a t p o s i t i v e t r a n s f e r between t h e ALCOGS and t h e RATS could be improved by inc reas ing t h e s u b j e c t i v e e q u i v a l e n c e between t h e motion experience provided by t h e two d i f f e r e n t motion

d e v i c e s . G i v e n t h i s h y p o t h e s i s , t h e p r o b l e m became o n e o f d e v e l o p i n g a m e t h o d o l o g y f o r c o m p a r i n g t h e s e n s a t i o n s i n t h e two s i m u l a t o r s w h i c h w o u l d p r o v i d e i n s i g h t f o r c h o o s i n g a n ALCOGS d r i v e a l g o r i t h m . T h i s p r o b l e m i s s c h e m a t i c a l l y d e p i c t e d i n F i g u r e 1.

F i g u r e 1.

I Perceived

H ~ ~ ~ G S . MOI ton

The proble m of equaring t h e e x p e r i e n c e of motio n for t h e ALCOGS and t h e RATS.

SIGMA

The me thodo logy choseri f o r compar ing t h e q u a l i t y o f mot ion e x p e r i e n c e d i n t h e two a l t e r n a t i v e m o t i o n d e v i c e s was d e s i g n a t e d SIGMA, f o r S u b j e c t i v e I n t e r a c t i v e G a i n M e a s u r e m e n t A n a l y s i s . S I G M A e m p l o y e d a c r o s s m o d a l i t y m a t c h i n g p r o c e d u r e i n w h i c h s u b j e c t s a d j u s t e d t h e a n g u l a r a m p l i t u d e o f t h e mot ion c u i n g d e v i c e (RATS or ALCOGS s e a t - p a n ) t o match t h e a n g u l a r a m p l i t u d e o f a m o v i n g v i s u a l r e f e r e n c e . The f o u n d a t i o n f o r t h i s m e t h o d r e s t s w i t h S t e v e n s f ( 1 9 7 5 ) c l a s s i c i n v e s t i g a t i o n s i n t o p s y c h o p h y s i c s a n d more s p e c l f i o a l l y w i t h h i s s t u d i e s o f c r o s s m o d a l i t y matching . The u n i q u e f e a t u r e of S I G M A was t h a t mo t ion o f b o t h t h e v i s u a l r e f e r e n c e and t h e s i m u l a t o r were c o n s t r a i n e d t o b e s i n u s o i d a l i n fo rm. F u r t h e r , f r e q u e n c y o f t h e m o t i o n was i n c l u d e d a s a n i n d e p e n d e n t v a r i a b l e . T h a t i s , s u b j e c t s w e r e a s k e d t o m a t c h a n g u l a r a m p l i t u d e s a t s i x d i f f e r e n t f r e q u e n c i e s .

The l o g i c o f SIGMA i s i l l u s t r a t e d i n t h e e q u a t i o n s below. E q u a t i o n s 1 and 2 r e p r e s e n t t h e c r o s s m o d a l i t y m a t c h i n g p r o c e d u r e s i n w h i c h s e n s e d v i 5 u a l - motion ( dJ VISUAL) was c ~ m p a r e d t o s e n s e d mot ion i n t h e two s i m u l a t o r s dJ RATS a n d ) as a f u n c t i o n o f f r e q u e n c y ( w ) . G I a n d G 2 r e p r e s e n t t h e ga n adjustkkrft?z%o t h e a n g u l a r a m p l i t u d e of t h e r e f e r e n c e s i g n a l (0. These g a i n a d j u s t m e n t s were t h e d e p e n d e n t measures , S i n c e t h e v i s u a l r e f e r e n c e s i g n a l s i n t h e two c r o s s m o d a l i t y m a t c h i n g t a s k s r e p r e s e r l t e d by E q u a t i o n s 1 and 2 were i d e n t i c a l , t h e s e n s e d m o t i o n i n t h e two s i m u l a t o r s c o u l d be c o m p a r e d as i n E q u a t i o n 3. E q u a t i o n 3 compares t h e two s i m u l a t o r s -in t e r m s o f t h e g a i n s (G and Gp) a;;d t h e p h y s i c a l r e f e r e n c e s and ( A L ~ O G S ) . F i n a l l y , E q u a t i o n 1 d e m o n s t r a t e s how t h e g a i n r a t i o s ( O ~ ? U ~ / G , ( W ) ) c a n be t r e a t e d a s a q u a s i - d e s c r i b i n g f u n c t i o n f o r e q u a t i n g t h e two s i m u l a t o r s . T h i s d e s c r i b i n g f u n c t i o n c a n t h e n be used t o se lec t t h e l i n e a r d i f f e r e n t i a l e q u a t i o n t o be used as t h e d r i v e a l g o r i t h m f o r t h e A L C O G S s e a t - p a n . I t was h o p e d t h a t t h i s d r i v e a l g o r i t h m would r e s u l t i n s u b j e c t i v e e q u i v a l e n c e between t h e s e n s e o f mot ion i n t h e two s i m u l a t o r s .

Procedure

The v i s u i l r e f e r e n c e s i g n a l used f o r t h e S I G M A p rocedure c o n s i s t e d of a h o r i z o n t a l l i n e p i v o t i n g a b o u t Its c e n t e r p o i n t a t a p a r t i c u l a r f r equency and a n g u l a r a m p l i t u d e . T h i s r e f e r e n c e was d i s p l a y e d u s i n g a 9" d i a g o n a l T V m o n i t o r w h i c h was mounted a t s u b j e c t s t e y e l e v e l i n b o t h t h e RATS a n d t h e ALCOGS. S u b j e c t s w e r e a s k e d t o a d j u s t t h e a n g u l a r a m p l i t u d e o f t h e m o t i o n d e v i c e (RATS o r ALCOGS) s o t h a t i t s a n g u l a r motion matched t h a t of t h e v i s u a l r e f e r e n c e . Adjus tments were made u s i n g a f o r c e s t i c k mounted t o t h e r i g h t o f a s u b j e c t ' s s e a t . T h i s p rocedure i s i l l u s t r a t e d i n F i g u r e 2. It is impor tan t t o n o t e t h a t t h e v i s u a l r e f e r e n c e and t h e motion c u i n g d e v i c e were d r i v e n by a s i n g l e s i n e wave. The a n g u l a r a m p l i t u d e o f t h e v i s u a l r e f e r e n c e was f ixed . The a n g u l a r a m p l i t u d e o f t h e m o t i o n d e v i c e was s e t t o z e r o t o b e g i n a t r i a l and t h e s u b j e c t a d j u s t e d t h e a m p l i t u d e u n t i l i t matched t h e v i s u a l r e f e r e n t . S u b j e c t ' s a d j u s t e m e n t s had no e f f e c t on t h e phase r e l a t i o n s h i p between v i s u a l and s i m u l a t o r mot i6n which were synchron ized t o w i t h i n 5 m s .

F i g u r e 2 . The SIGMA p r o c e d u r e .

S i x s u b j e c t s p a r t i c i p a t e d i n t h e m a t c h i n g t a s k - - t h r e e m a l e s and t h r e e f e m a l e s . Each s u b j e c t p a r t i c i p a t e d i n two phases . I n Phase I , s u b j e c t s were p r e s e n t e d w i t h s i x r e f e r e n c e s i g n a l s . These s i g n a l s were c o n s t r u c t e d from a c o m b i n a t i o n o f t h r e e f r e q u e n c i e s (0.08 Hz, 0.25 Hz, 0.80 H z ) a n d two a m p l i t u d e s (f2O, ? jO) . P h a s e I c o n s i s t e d o f f o u r s e s s i o n s , two s e s s i o n s i n t h e ALCOGS and two s e s s i o n s i n t h e RATS. The o r d e r o f s i m u l a t o r exposure was b a l a n c e d a c r o s s s u b j e c t s . A s e s s i o n c o n s i s t e d o f s i x t r i a l s , o n e t r i a l f o r each combinat ion o f f r equency and a n g u l a r ampl i tude . The o r d e r of c o n d i t i o n s was a l s o b a l a n c e d a c r o s s s u b j e c t s . A t r i a l began w i t h t h e p r e s e n t a t i o n o f t h e .

v i s u a l s t i m u l u s and zero movement of t h e motion cu ing device . A t r i a l ended when t h e s u b j e o t was s a t i s f i e d t h a t t h e mo t ion o f t h e s i m u l a t o r matched t h e m o t i o n of t h e v i s u a l d i s p l a y . T r i a l d u r a t i o n was n o t c o n t r o l l e d ; however , t r i a l s t y p i c a l l y took less than two minutes. Phase I1 was i d e n t i c a l t o Phase I with t h e excep t ion t h a t a new set of f r equenc i e s was examined (0.16 Hz, 0.48 Hz, 1.11 Hz).

R e s u l t s

The d a t a c o l l e c t e d from t h e matching t a s k were t h e ga in r a t i o s between the v i s u a l r e f e r e n o e a n g u l a r ampl i tude and t h e a n g u l a r ampl i tude s e l e c t e d by t h e s u b j e c t s for the two m o t i o n d e v i o e s (GAIN r AMPHOT N / A M P Y L S U y ) . For example, if t h e v i s u a l r e f e r e n c e s i g n a l ampl i tude was 18, a ga n va ue of .5 would i n d i c a t e t h a t t h e s u b j e c t ad jus t ed the motion dev ice ampli tude to 10.

F i g u r e 3 s h o w s . t h e r e s u l t s from t h e m a t c h i n g t a s k . Each o f t h e f o u r graphs i n F igure 3 cor responds t o a p a r t i c u l a r angu la r ampli tude presented i n o n e o f t h e two m o t i o n o u i n g d e v i c e s . I n t h e g r a p h s t h e a m p l i t u d e r a t i o s , measured i n d e c i b e l s , are p l o t t e d a s a func t ion o f frequency. Each po in t is a mean averaged a c r o s s s i x s u b j e c t s and two o b s e r v a t i o n s per sub j ec t .

"1 ALCOGS : 2'

- 0 '0 - 0 3 Frequency

Figure 3. Gain r a t i o s between s imula tor motion and v i s u a l r e f e r ence as measured using SIGMA.

20-

lo- 9

Z O . -10

-20

20r RATS : 2'

U ) -

i Pi t i , - n y Frequency z O . u 3 008 a36 048 1.11 Hz - 025 080 -10

- -20-

RATS t So

- t )

Frequency - - 0.03 036 048 111 Hz

0 2 5 a80

T h e s e g r a p h s o f amp1 i t u d e - r a t i o s a c r o s s f r e q u e n c i e s w i l l be t r e a t e d a s q u a s i- B o d e p l o t s . They a re q u a s i i n t h a t t h e y i n c l u d e o n l y t h e g a i n r a t i o s s i n c e t h e phase r e l a t i o n s h i p s h a v e been t o t a l l y c o n s t r a i n e d . Two f e a t u r e s o f t h e s e d a t a s h o u l d be noted. F i r s t , w i t h i n mot ion d e v i c e s t h e o v e r a l l p a t t e r n o f g a i n a c r o s s f r e q u e n c y i s r e l a t i v e l y c o n s i s t e n t f o r t h e two r e f e r e n c e ampl i tudes . Second, f o r judgments i n both motion d e v i c e s t h e r e was a tendency f o r g a i n t o d e c r e a s e a s t h e a m p l i t u d e o f t h e r e f e r e n c e s i g n a l i n c r e a s e d .

S i n c e t h e o v e r a l l p a t t e r n d i d n o t change w i t h a m p l i t u d e , and s i n c e human o p e r a t o r s a r e c a p a b l e of a d a p t i n g t o a w i d e r a n g e o f d i s p l a y g a i n s ( F r o s t , 19721, t h e d a t a f o r each s i m u l a t o r were a v e r a g e d a c r o s s t h e two a m p l i t u d e s a t e a o h f r e q u e n o y f o r e a o h i n d i v i d u a l subjeat. W i t h i n i n d i v i d u a l s u b j e c t s , a r a t i o was c a l c u l a t e d between g a i n s measured f o r t h e 8 u b j e c t i n t h e ALCOGS and t h e RATS. T h e s e g a i n s w e r e t h e n a v e r a g e d a c r o s a s u b j e c t s and a r e shown i n F i g u r e 4.

Figure 4. Gain ratios between ALCOGS (G2) and RATS (GI).

The a m p l i t u d e p a t t e r n shown i n F i g u r e 4 was f i t g r a p h i c a l l y w i t h a f i r s t - o r d e r l e a d w i t h a t i m e c o n s t a n t o f 1/6.0 and a g a i n o f .67. T h i s is shown a s t h e s o l i d l i n e i n F i g u r e 4. T h i s l e a d term was t h e n used t o d r i v e t h e ALCOGS sea t- pan f o r u s e i n a r o l l - a x i s t r a c k i n g t ask .

ROLL- AXIS TRACKING TASK

To test t h e h y p o t h e s i s t h a t p o s i t i v e t r a n s f e r . between t h e ALCOGS and t h e RATS c o u l d be i m p r o v e d by i n c r e a s i n g t h e s u b j e c t i v e match b e t w e e n m o t i o n q u a l i t y i n the two s i m u l a t o r s , performance in a r o l l - a x i s t r a c k i n g task was ' m e a s u r e d , S u b j e c t s were t r a i n e d i n t h e ALCOGS u s i n g t h e new a l g o r i t h m , ( d e r i v e d u s i n g t h e SIGMA methodology) t o d r i v e t h e seat- pan. S u b j e c t s were t h e n t r a n s f e r r e d t o t h e RATS t o a s s e s s t h e t r a i n i n g b e n e f i t s o f t h e new a l g o r i t h m .

Procedure

F o u r o f t h e s i x s u b j e c t s who p a r t i c i p a t e d i n t h e m a t c h i n g p h a s e o f t h i s s t u d y c o n t i n u e d i n t o t h e t r a c k i n g p h a s e . T h e i r t a s k e n t a i l e d m a i n t a i ' n i n g w i n g s- l e v e l f l i g h t i n t h e p resence o f a r o l l g u s t d i s t u r b a n c e . T h e t a s k was

i d e n t i c a l t o t h e one d e s c r i b e d by Mar t in (1985- - this volume). S u b j e c t s were t r a i n e d t o n e a r a s y m p t o t e in t h e ALCOGS, w i t h t h e f i r s t - o r d e r l e a d o b t a i n e d f r o m t h e m a t c h i n g p r o c e d u r e a s t h e d r i v e a l g o r i t h m . F o l l o w i n g t r a i n i n g , a u b j s a t s were t r a n s f e r r e d t o an I d e n t i c a l r o l l - a x i s t r a c k i n g t a s k i n t h e RATS t o a s s e s s t h e t r a i n i n g b e n e f i t s from e x p e r i e n c e w i t h motion i n t h e ALCOGS.

R e s u l t s

A c o m p a r i s o n b e t w e e n RMS e r r o r o b t a i n e d i n t h e t r a i n i n g p h a s e o f t h i s exper iment and d a t a p r e v i o u s l y o b t a i n e d by M a r t i n (1985) i s shown i n F i g u r e 5. For t h e p r e s e n t s t u d y each p o i n t was t h e a v e r a g e a c r o s s f o u r s u b J e c t s , whereas t he M a r t i n d a t a were a v e r a g e d a c r o s s s i x s u b j e c t s .

10 - 0 RATS Trotnmq 0 Stotic- No Motion 0 ALCOGS-Postlion o w e Algor~lhrn ALCOCS - Siqmo Alpor~lhm A ALCOGS- Velocily Ortve Alpor~lhm

Figure 5 . RMS e r r o r s c o r e s f o r r o l l - a x i s t r a c k i n g t a s k obtained d u r i n g training.

F i g u r e 5 shows t h a t t h e t r a c k i n g e r r o r o b t a i n e d u s i n g t h e new ALCOGS d r i v e a l g o r i t h m was c l o s e r t o t h e l e v e l o f e r r o r o b t a i n e d f rom M a r t i n ' s (1985) s u b j e c t s t r a i n e d w i t h RATS m o t i o n c u e s t h a n t o s u b j e c l t s t r a i n e d w i t h a 1 t e r n a t i v e ALCOGS d r i v e a l g o r i t h m s (pure p o s i t i o n o r pure v e l o c i t y ) o r wi th no motion cues.

Not o n l y was t h e r e a c l o s e m a t c h be tween t h e RMS e r r o r o b t a i n e d be tween s u b j e c t s t r a i n e d w i t h t h e f i r s t - o r d e r l e a d a l g o r i t h m and s u b j e c t s t r a i n e d i n t h e RATS, b u t p r e l i m i n a r y comparisons of d e s c r i b i n g f u n c t i o n s showed t h a t the f requenoy c h a r a c t e r i s t i c s were a l s o i n agreeement. Gain , phase, and remnant d a t a o b t a i n e d f o r t h e s u b j e c t s u s i n g t h e ALCOGS w i t h t h e new d r i v e a l g o r i t h m w e r e i n n e a r l y p e r f e c t a g r e e m e n t w i t h t h a t o f s u b j e c t s t r a i n e d i n t h e RATS.

' T h i s was n o t t r u e f o r s u b j e c t s t r a i n e d w i t h the,ALCOGS d r i v e a l g o r i t h m s s t u d i e d by M a r t i n (1985). S u b j e c t s t r a i n e d w i t h a p o s i t i o n d r i v e a l g o r i t h m i n t h e ALCOGS showed less phase l e a d t h a n s u b j e c t s t r a i n e d i n t h e RATS. S u b j e o t s t r a i n e d w i t h a v e l o c i t y d r i v e a l g o r i t h m i n t h e ALCdGS showed h i g h e r remnant a t t h e mid- frequenc ies t h a n subjects t r a i n e d i n t h e RATS. F i n a l l y , s u b j e c t s who r e c e i v e d n o m o t i o n c u e s showed c o n s i d e r a b l y l e s s p h a s e l e a d and l o w e r g a i n t h a n s u b d e c t s t r a i n e d i n t h e RATS.

A c o m p a r i s o n b e t w e e n R M S e r r o r o b t a i n e d i n t h e t r a n s f e r p h a s e o f t h i s exper iment and d a t a p r e v i o u s l y o b t a i n e d by Mar t in (1985) i s shown i n F igure 6. T h i s f i g u r e s h o w s t h a t d e s p i t e t h e i m p r o v e d t r a i n i n g p e r f o r m a n c e shown i n

- F-igure 5, t h e r e was n o i m p r o v e m e n t I n t r a n s f e r w i t h - t h e new ALCOGS d r i v e

a l g o r i t h m . T r a n s f e r w i t h t h e new a l g o r i t h m was no o e t t e r t h a n t r a n s f e r f o r t h e o t h e r a l g o r i t h m s s t u d i e d b y M a r t i n ( 1 9 8 5 ) - - i n c l u d i n g t h e no m o t i o n a l g o r i t h m . Thus, t h e h y p o t h e s i s t h a t s u b j e c t i v e matching o f t h e a 1 t e r n a t i v e mot ion d e v i c e s would i n c r e a s e p o s i t i v e t r a n s f e r was n o t suppor ted.

Tronslcr Rots 0 No Troining I C o ~ t o l l 0 Slolic - No Molbn T~roln'kq 0 ALCOGS - Posilion Drive

T~oining a ALCOGS- Velocily Drive

Troining .

0- Sosion J++F+k Session

F i g u r e 6 . RMS e r r o r s c p r e s f o r r o l l - a x i s t r a c k i n g t a s k o b t a i n e d fo l lowing t r a n s f e r t o t h e RATS.

The r e s u l t s from t h i s i n v e s t i g a t i o n p r o v i d e an i n t e r e s t i n g paradox. On t h e o n e h a n d , t h e ALCOGS s e a t - p a n , d r i v e n w i t h t h e S I G M A g e n e r a t e d l e a d a l g o r i t h m a p p e a s s t o h a v e p rov ided s u b J e c t s wi th s i m i l a r i n f o r m a t i o n t o t h a t p r o v i d e d by t h e RATSr E v i d e n c e f o r t h i s comes f r o m t h e s i m i l a r i t y o f e r r o r s c o r e s and f requency - c h a r a c t e r i s t i a s o b t a i n e d by s u b d e c t s i n t h e two t r a i n i n g c o n d i t i o n s . On t h e o t h e r h a n d , t r a n s f e r was no b e t t e r f o r t h i s new m o t i o n a l g o r i t h m t h a n f o r t h a t o b t a i n e d i n a no motion t r a i n i n g c o n d i t i o n .

These p a r a d o x i c a l r e s u l t s demons t ra te two p o i n t s wi th regard t o t r a i n i n g and s i m u l a t i o n . F i r s t , a n i m p o r t a n t requirement of a t r a i n i n g program is t h a t i t d e v e l o p s a t t e n t i o n a l o r s e l e c t i o n s k i l l s . The t r a i n i n g p r o c e d u r e m u s t i n f o r m t h e s t u d e n t a b o u t w h e r e i n t h e e n v i r o n m e n t i m p o r t a n t i n f o r m a t i o n i s l i k e l y t o be p resen ted . P r o v i d i n g e q u i v a l e n t in fo rmat ion i n a m o d a l i t y o r form u n l i k e t h a t o f t h e c r i t e r i o n e n v i r o n m e n t may n o t r e s u l t i n p o s i t i v e t r a n s f e r . A s e c o n d , r e l a t e d p o i n t i s t h a t p e r f o r m a n c e d a t a , e i t h e r i n t h e form o f RMS e r r o r or i n t h e form of q u a l i t a t i v e d e s c r i b i n g f u n c t i o n s , w i l l n o t be a r e l i a b l e p r e d i c t o r o f t h e t r a i n i n g p o t e n t i a l o f a s i m u l a t o r . T h e s e p e r f o r m a n c e d a t a w i l l be s e n s i t i v e t o t h e i n f o r m a t i o n p r o v i d e d by t h e s i m u l a t o r ' , b u t w i l l n o t be s e n s i t i v e t o d i f f e r e n c e s i n t h e way (e.g,, m o d a l i t y ) t h a t i n f o r m a t i o n is presented. The p o i n t i s p a r t i c u l a r l y impor tan t f o r t h e assessment o f motion-base s i m u l a t o r s i n a v i a t i o n t r a i n i n g , s i n c e it is v e r y d i f f i c u l t t o d u p l i c a t e t h e p a t t e r n o f v e s t i b u l a r and t a c t i l e s t i m u l a t i o n exper ienced i n a c t u a l f l i g h t env i ronments w i t h a ground based s i m u l a t o r .

Al though t h e SIGMA methodology was u n s u c c e s s f u l wi th r e g a r d s t o improving t r a n s f e r i n t h i s s t u d y , t h e r e s u l t s s u g g e s t t h a t i t may be a u s e f u l methodology f o r s u b j e c t i v e l y e q u a t i n g dynamic i n f o r m a t i o n d i s p l a y s . F i r s t , i t y i e l d e d d a t a i n a fo rm ( l i n e a r d i f f e r e n t i a l e q u a t i o n ) u s e f u l f o r m o d i f y i n g e l e c t r o- m e c h a n i c a l i n f o r m a t i o n d i s p l a y s . S e c o n d , t h e m o d i f i c a t i o n s d e r i v e d

performance f o r two a l t e r n a t i v e motion d i sp lays . Much a d d i t i o n a l research w i l l be required t o v a l i d a t e t h i s methodology, however, before it is judged t o be a u s e f u l e x t e n s i o n o f S t e v e n s t (1975) r e s e a r c h on p s y c h o p h y s i c a l measurement.

ACKNOWLEDGMENT

T h i s r e s e a r c h was conducted w h i l e John F l a c h was a f e l l o w i n t h e SGEEE- AFOSR Summer Fellowship program.

REFERENCES

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Kle inwaks , J .M. (1980, January) . Advanced low c o s t g- cuing sys tem (ALCOGS). A i r Force Human Resources Laboratory, AFHRL-TR-~~-~~. -

L e v i s o n , W.H., M c M i l l a n , G.R., & M a r t i n , E.A. (1984, June) . Models f o r t h e e f f e o t s of g- s e a t c u i n g on r o l l - a x i s t r a c k i n g performanae. Twent i e th Annual Conferenoe on Manual Control. Cal i fornia : NASA-ARC.

M a r t i n , E.A. (1985, A p r i l ) . An i n v e s t i g a t i o n r e g a r d i n g t h e uae o f a dynamio seat-pan d i s p l a y f o r t r a i n i n g and a s a device f o r communicating r o l l - a x i s motion i n f o r m a t i o n . P r o c e e d i n g s of t h e T h i r d Symposium on A v i a t i o n Psyoholoay. Columbus, OH.

McMi l l an , G.R. , L e v i s o n , W.H., & M a r t i n , E.A. (1984, A p r i l ) . Motion s i m u l a t i o n w i t h .a g- s e a t system: Sensory and performance mechanisms. Proceedings_ o f t h e Nin th P s y c h o l o ~ y i n t h e DOD Symposium (pp. 158-162). Colorado Springs, CO: U.S. A i r Force Academy.

Stevens, S.S. (1975). Psychophysics. New York: John Wiley & Sons.