• Keine Ergebnisse gefunden

MINE - A Game for the Analysis of Regional Water Policies in Open-Pit Lignite Mining Areas

N/A
N/A
Protected

Academic year: 2022

Aktie "MINE - A Game for the Analysis of Regional Water Policies in Open-Pit Lignite Mining Areas"

Copied!
29
0
0

Wird geladen.... (Jetzt Volltext ansehen)

Volltext

(1)

W O R K I N G P A P E R

MINE

A game for the Analysis of Regional Water Policies in Open-Pit Lignite Mining Areas

E. Weigkricht S. Kaden

July 1985 'WP-85-46

I n t e r n a t i o n a l I n s t i t u t e for Applied Systems Analysis

(2)

NOT FOR QUOTATION WITHOUT THE PERMISSION OF THE AUTHORS

MINE

A Game for t h e Analysis of Regional Water Policies in Open-Pit Lignite Mining Areas

E. Weigkricht S. K a d e n

J u l y 1 9 8 5 wP-85-46

Working P a p e r s a r e interim r e p o r t s on work of t h e I n t e r n a t i o n a l I n s t i t u t e f o r Applied Systems Analysis a n d h a v e r e c e i v e d only limited review. Views o r opinions e x p r e s s e d h e r e i n d o n o t n e c e s s a r i l y r e p r e s e n t t h o s e of t h e I n s t i t u t e o r of i t s National Member Organizations.

INTERNATIONAL INSTITUTE FOR APPLIED SYSTEMS ANALYSIS 2361 L a x e n b u r g , Austria

(3)

PREFACE

The Regional Water Policies p r o j e c t of IIASA focuses on regions with intense socio-economic development where both groundwater and s u r f a c e w a t e r are in- tegrating elements of t h e environment.

Regions with open-pit lignite mining are one of t h e conspicuous examples of complex i n t e r a c t i o n s in socio-economic and environmental systems. The activities of t h e mining industry i n t e r f e r e hardly with t h e i n t e r e s t s of d i f f e r e n t w a t e r u s e r s in such regions, having s e v e r e r e p e r c u s s i o n s on both t h e regional economy and on n a t u r e areas.

T h e r e is a n a p p a r e n t need f o r t h e analysis of long-term regional water poli- c i e s t o reconcile conflicting i n t e r e s t in regions with open-pit lignite mining, taking into account national socio-economical objectives. Within t h e Regional Water Poli- c i e s p r o j e c t in collaboration with r e s e a r c h institutes in t h e GDR and Poland methods and models are under development t o s u p p o r t t h i s analysis. Besides purely mathematical a p p r o a c h e s , e.g. f o r multi-criteria analysis, less formal a p p r o a c h e s are studied, considering behavioral a s p e c t s of t h e decision makers. One of t h e s e a p p r o a c h e s is "gaming".

The p a p e r d e s c r i b e s t h e game MINE as a f i r s t attempt to apply "gaming". This work is done mainly by E. Weigkricht in p a r t i a l fulfillment of h e r Diplom thesis at t h e Vienna University. I t h a s been initiated and s u p p o r t e d by Dennis Meadows within t h e Integrative and Special Studies p r o j e c t at IIASA.

S. Orlovski P r o j e c t Leader

Regional Water Policies P r o j e c t

(4)

ACKNOWLEDGEMENT

The a u t h o r s e x p r e s s t h e i r g r a t i t u d e t o Dennis Meadows f o r t h e initiation of t h i s work and t h e manifold valuable advice during i t s realization.

(5)

ABSTRACT

The game MINE h a s b e e n developed f o r t h e analysis of r e g i o n a l water policies in open-pit lignite mining areas. I t i s implemented f o r a GDR test area. The p u r p o s e of t h e game i s a b o v e a l l t o t e a c h decision m a k e r s and t h e i r staff in mining r e g i o n s in o r d e r t o g e t a b e t t e r understanding of t h e complex i n t e r r e l a t e d socio-economic p r o c e s s e s with r e s p e c t t o water management in s u c h r e g i o n s . The game i s designed t o b e played by f i v e g r o u p s of p l a y e r s r e p r e s e n t i n g municipal a n d i n d u s t r i a l water supply, a g r i c u l t u r e , environmental p r o t e c t i o n a n d lignite mining. Two v e r s i o n s are available, o n e in BASIC f o r simple micro-computers as t h e Apple I1 combined with a gaming b o a r d , a n o t h e r o n e in FORTRAN f o r t h e VAX o r ALTOS combined with so- p h i s t i c a t e d c o l o r g r a p h i c s .

The p a p e r d e s c r i b e s t h e game, i t s p r a c t i c a l application a n d f i r s t e x p e r i e n c e s in playing t h e game.

-

vii

-

(6)

TABLE OF CONTENTS

1. BACKGROUND

2. P U R P O S E O F T H E GAME MINE 3. I N S T R U C T I O N S F O R T H E GAME 3.1 B a s i c R u l e s

3.2 G o a l s and R o l e s f o r P l a y e r s 3.3 Steps o f t h e G a m e

4 . D I F F E R E N T V E R S I O N S OF T H E GAME

5 . E X P E R I E N C E S

6. CONCLUSIONS

7. R E F E R E N C E S A P P E N D I X A: A n e x a m p l e

A P P E N D I X B: H o w to r u n t h e g a m e

-

v i i i

-

(7)

MINE

A Game f o r t h e Analysis of Regional Water Policies in Open-Pit Lignite Mining Areas

E.

Weigkricht and S. Kaden

1. BACKGROUND

The impact of lignite mining on water r e s o u r c e s c r e a t e s significant conflicts between t h e d i f f e r e n t water u s e r s in mining regions. A detailed analysis is given by Kaden et al. 1985a,b. The most important i n t e r e s t groups consist of mining, municipal and industrial water supply groups in t h e region, and in many c a s e s also down-stream water u s e r s , a s well a s a g r i c u l t u r a l groups and environmental p r o t e c - tion a r e a s . T h e r e i s a n a p p a r e n t need f o r t h e analysis of long-term regional w a t e r policies t o r e c o n c i l e conflicting i n t e r e s t s in regions with open-pit lignite mining.

The I I A S A study "Water Policies: Regions with Open-Pit Lignite Mining" within t h e Regional Water Policies p r o j e c t is d i r e c t e d towards t h e development of methods and models t o s u p p o r t such analysis. This r e s e a r c h is based on a test a r e a in t h e GDR, f o r a description see Kaden et al. 1985a. In Figure 1 a scheme of t h e test a r e a is given, indicating both t h e i n t e r e s t g r o u p s and t h e c o n t r o l actions f o r regional water management.

Two principle problems have t o b e solved f o r t h e long-term development of open-pit lignite mining a r e a s (Kadan et al. 1985a):

1. To find "good" long-term s t r a t e g i e s oriented towards achieving a p r o p e r balance between national and regional economic needs, regional social needs and t h e regional p r e s e r v a t i o n of t h e environment.

2. To find and r e a l i z e controlling policies in o r d e r t o d i r e c t t h e regional development according t o t h e estimated "good" long-term s t r a t e g i e s .

(8)

Figure 1. G D R Test Area

(9)

Based on t h a t t h e f i r s t s t a g e of analysis is d i r e c t e d towards g e n e r a t i n g r a t i o n a l s c e n a r i o s of t h e long-term r e g i o n a l development based on p r e f e r e n c e s of a C e n t r a l Planning Authority. In t h e s e c o n d s t a g e f e a s i b l e r e g u l a t i o n policies are studied in o r d e r t o d i r e c t t h e b e h a v i o r of w a t e r u s e r s a n d consequently t h e r e g i o n a l development along t h e r e f e r e n c e s c e n a r i o s obtained at t h e f i r s t s t a g e .

The fundamental tool f o r both s t a g e s of anaiysis i s a n a p p r o p r i a t e model sys- tem s u i t a b l e f o r analyzing long-term r e g i o n a l water policies. The methodological a p p r o a c h f o r s u c h a system i s d e s c r i b e d by Kaden et a l . 1985a. To summarize, tak- ing i n t o a c c o u n t t h e policy-making r e a l i t y r e l a t e d t o long-term r e g i o n a l water management a n d planning two d i f f e r e n t step-sizes d i s c r e t i z i n g t h e p l a n n i n g h o r - i z o n T (N 50 y e a r s ) are c o n s i d e r e d :

-

t h e p l a n n i n g p e r i o d s between 1 a n d 15 y e a r s as t h e time s t e p f o r prin- c i p a l management/technological decisions (e.g. water allocation from mines, water t r e a t m e n t )

-

t h e m a n a g e m e n t p e r i o d s of o n e month f o r management decisions within o n e y e a r r e l a t e d t o s h o r t - t e r m c r i t e r i a as t h e s a t i s f a c t i o n of monthly wa- ter demand.

Based on t h a t t h e model system c o n s i s t s of two major components.

-

t h e p l a n n i n g model f o r dynamic multi-criteria analysis f o r a l l planning p e r i o d s in t h e planning horizon,

-

t h e m a n a g e m e n t model f o r t h e s t o c h a s t i c simulation of monthly systems b e h a v i o r in t h e planning horizon.

Whereas t h e f i r s t s t a g e of a n a l y s i s i s based on t h e application of p u r e l y mathemat- ical tools t h e s e c o n d s t a g e h a s t o c o n s i d e r b e h a v i o r a i a s p e c t s by t h e h e l p of l e s s formal a p p r o a c h e s . One a t t e m p t t h e r e f o r e i s t h e a p p l i c a t i o n of "gaming". I t o p e n s a n e a s y way f o r t h e involvement of t h e decision making p r o c e s s into mathematical modeling a n d improves t h e communication between s c i e n t i s t s a n d decision m a k e r s .

The game MINE being d e s c r i b e d in t h e following is a f i r s t a t t e m p t t o a p p l y gaming f o r t h e problems u n d e r study. In developing t h e game we are following t h e b a s i c f o u r p h a s e s of game design ( G r e e n b l a t t a n d Duke, 1980):

(1) I n i t i a t i o n : t a k e i n t o c o n s i d e r a t i o n t h e n a t u r e of t h e c l i e n t , t h e intended use, t h e c o n s t r a i n t s of c o s t s a n d time, etc.

( 2 ) D e s i g n : develop t h e s t y l e a n d f o r m a t of t h e game

(10)

(3) C o n s t r u c t i o n : create t h e game, load d a t a , test (4) Use.

2. PURPOSE OF

THE

GAME MINE

According t o Shubik 1 9 8 3 t h e following f i v e m a j o r subdivisions of gaming con- c e r n i n g i t s u s e may b e distinguished:

(1) T r a i n i n g : t o i l l u s t r a t e some a s p e c t s without going i n t o c o n c e p t u a l de- t a i l s

(2) Teaching : to g e t across c o n c e p t s a n d a b s t r a c t s

(3) O p e r a t i o n a l g a m i n g : (a) policy formulation, (b) d r e s s r e h e a r s a l s , (c) gaming for s e n s i t i v i t y a n a l y s i s a n d commentary o n p l a n s

(4) E x p e r i m e n t a t i o n : (a) t h e o r y validation a n d (b) t h e o r y g e n e r a t i o n ( 5 ) F L t u r e s s t u d i e s : i.e., s t r u c t u r a l b r a i n storming

The game MINE i s designed for decision m a k e r s in open-pit mining areas to minimize pollution of w a t e r r e s o u r c e s d u e t o mining a c t i v i t i e s a n d to s a t i s f y t h e wa- ter demand (using mine d r a i n a g e w a t e r ) with minimal c o s t . I t should b e played by t h e policy m a k e r s o r t h e r e p r e s e n t a t i v e s of t h e d i f f e r e n t i n t e r e s t g r o u p s t h a t are c o n c e r n e d . In o r d e r to simplify t h e game, a schematized policy-making p r o c e s s i s assumed, see F i g u r e 2.

The a c t i v i t i e s of e a c h of t h e i n t e r e s t g r o u p s more o r less modify t h e w a t e r r e s o u r c e s s y s t e m , a n d , at t h e same time, modify t h e conditions f o r t h e o t h e r w a t e r u s e r s . MINE should h e l p t o c h o o s e a policy in c o n s i d e r a t i o n of e v e r y i n t e r e s t g r o u p in t h e area, a n d , beyond t h a t , of t h e d e s i r e to p r e s e r v e n a t u r a l e c o s y s t e m s a n d r e c r e a t i o n a l areas.

The p l a y e r s should l e a r n :

-

t h e i n t e r d e p e n d e n c y between t h e d i f f e r e n t elements of t h e area,

-

t h e c o n s e q u e n c e s of t h e a c t i o n s a n d d e c i s i o n s of t h e policy m a k e r s a n d t h e i n t e r e s t g r o u p s ,

-

all t h e d i f f e r e n t c i r c u m s t a n c e s of a c h o s e n policy,

-

t h e n e c e s s a r y c o o r d i n a t i o n of t h e demands a n d a c t i o n s ,

(11)

I

SOClO - ECONOMIC SUBSYSTEM

I

I

I

I

Planning Authority Central

I 1 .

Regional Regional

I

Environm. Agricultur. +, Mining Water Supply Water Supply Authority Authority Authority Authority Authority

I

4 9 9 + ?

I I I

-

I

ENVIRONMENTAL SUBSYSTEM

I

Figure 2. Schematized policy-making p r o c e s s

-

t o pay a t t e n t i o n a l s o t o t h e long-term consequences, t o t h e global goal, t o t h e r e a s o n of a c t i v i t i e s of o t h e r g r o u p s .

Consequently, MINE i s f i r s t of a l l a t e a c h i n g game. I t s extension t o a n o p e r a t i o n - al game will b e decided b a s e d on p r a c t i c a l e x p e r i e n c e s playing t h e game with deci- sion makers. O t h e r p u r p o s e s of t h e game, with r e g a r d t o t h e game o p e r a t o r and t h e s c i e n t i s t s are:

-

test, validation, verification of t h e model,

-

new a s p e c t s on t h e decision making p r o c e s s : t h e r e may b e elements t h a t a r e not c o n s i d e r e d in t h e model, as well as psychological, s o c i a l a n d sub- jective a s p e c t s t h a t are difficult t o quantify.

With t h i s r e s p e c t MINE may b e viewed as a n e z p e r i m e n t a l game.

3. INSTRUCTIONS FOR THE

GAME

The game i s implemented f o r a test area in t h e

GDR.

We assume five p l a y e r s o r playing g r o u p s ( c o r r e s p o n d i n g t o t h e decision mak- ing p r o c e s s d e s c r i b e d in Figure 2), e a c h g r o u p h a s at l e a s t o n e p l a y e r :

(12)

[ I ] M u n i c i p a l i t y [Z] I n d u s t r y

[3] A g r i c u l t u r e (irrigation; t h e water demand is increasing depending on mine drainage)

[4] E n v i r o n m e n t a l p r o t e c t i o n a r e a a n d a w n - s t r e a m w a t e r u s e r [5] Mining g r o u p r e p r e s e n t i n g t h e f o l l o w i n g m i n e s :

- Mine a (closes during t h e planning horizon and becomes a remaining pit),

-

Mineb,

-

Mine c,

-

Mine d i s not working a t t h e beginning of t h e game, water d r a i n a g e h a s t o b e s t a r t e d b e f o r e i t opens.

T h e r e may b e a n additional group, r e p r e s e n t i n g t h e c e n t r a l planning authori- t y , who is deciding in conflict situations. An o t h e r possibility is t o make t h e s e deci- sions t o g e t h e r , by vote.

The submodels of t h e game are based on t h e s a m e mathematical models as t h e Decision S u p p o r t Model System under development f o r t h e GDR test a r e a . In Kaden et al. 1985a all models are d e s c r i b e d in detail.

The game is designed f o r 1 0 planning periods (cycles). In Table 1 t h e time s t e p s are given.

Table 1 : Planning periods Planning

period 1 2 3 4 5 6 7 8 9 1 0

1

y e a r s 1 2 4 6 8 1 0 1 7 25 35 5 0 ,

1

Time

I

1 2 2 2 2 7

Mine a closes in period 1 0 . Mine drainage f o r mine d may start in period 2, mining of mine d starts in period 4.

The operation of t h e game t a k e s about five h o u r s at maximum f o r t h e whole planning horizon.

(13)

To r u n t h e game, p l e a s e r e f e r t o APPENDIX B.

3.1. Basic R u l e s

T h e r e i s a c e r t a i n amount of water a v a i l a b l e in t h e r e g i o n , provided by mine d r a i n a g e , g r o u n d w a t e r , remaining p i t , r i v e r , t r i b u t a r y o r water import. The u s e r s h a v e a c e r t a i n demand of w a t e r , t h a t t h e y should t r y to s a t i s f y with t h e water be- ing available. They h a v e t o d e c i d e how much water t h e y would l i k e t o h a v e from where. The mining p e o p l e d e c i d e a b o u t t h e amount of lime t h e y are adding t o t h e water (which could influence t h e possibilities of water allocation, b e c a u s e t h e u s e r s h a v e t o s a t i s f y c e r t a i n quality r e s t r i c t i o n s ) a n d w h e r e t h e y are r e l e a s i n g t h e water n o t being used ( t h e mines h a v e t o b e "empty" of water at t h e e n d of e a c h period). A f t e r t h i s , if n o c o n s t r a i n t i s violated, t h e r e s u l t s p e r y e a r of t h e l a s t playing p e r i o d , a n d t h e accumulated r e s u l t s of t h e p e r i o d s a l r e a d y being played are p r i n t e d . If some c o n s t r a i n t s are violated ( t h i s h a p p e n s usually, when n o a t t e n - tion i s paid t o t h e decisions of t h e o t h e r p l a y e r s ) , t h e decisions h a v e t o b e t a k e n t o g e t h e r ( t h e majority d e c i d e s ) o r a n o t h e r playing g r o u p , t h e c e n t r a l planning au- t h o r i t y , c a n join t h e game a n d d e c i d e s , what s t r a t e g y would b e t h e b e s t a n d which are t h e p r i o r i t i e s .

3.2. G o a l s and R o l e s f o r the P l a y e r s

The c r i t e r i a f o r t h e quality of t h e decisions are economic c r i t e r i a s ( c o s t , b e n e f i t s ) , t h e s a t i s f a c t i o n of t h e demands, a n d t h e quality of t h e w a t e r . Consider t h a t t h e s e are long t e r m a n d global goals: f o r example t h e decisions in a playing p e r i o d w h e r e o n e h a s h i g h e r c o s t s t h a n n e c e s s a r y , b u t t h e t o t a l c o s t s of t h e whole horizon are quit low, are b e t t e r t h a n decisions, w h e r e a l l t h e i n t e r e s t g r o u p s t r y t o minimize t h e i r own c o s t s . Notice t h a t you should n o t play a g a i n s t e a c h o t h e r , b u t t h a t you h a v e a common goal.

[ I ] Municipality

Your o b j e c t i v e i s t o p r o v i d e w a t e r f o r t h e municipal drinking water supply and t o minimize c o s t s (with r e g a r d t o t h e t o t a l c o s t s a n d t h e s a t i s f a c t i o n of a l l w a - ter u s e r s ) .

Your water demand c a n b e s a t i s f i e d by t h e following w a t e r allocations:

(14)

g

-

g r o u n d w a t e r e x t r a c t i o n im

-

w a t e r import i n t o o n e region b

-

d r a i n a g e w a t e r from mine b s

-

s t r e a m .

The following p i p e c a p a c i t y r e s t r i c t i o n s h a v e t o b e considered:

Table 2: Capacity of pipelines f o r municipal w a t e r supply (m 3 /set.).

P e r i o d

Example : in t h e f i r s t p e r i o d t h e maximum w a t e r allocation f r o m t h e s t r e a m i s 0.5m 3 /sec.

A s t h e drinking w a t e r supply is v e r y important, you h a v e t h e h i g h e s t p r i o r i t y , i.e.

t o decide f i r s t . (It h a s t o b e p r o v e n w h e t h e r t h i s i s a r e a l i s t i c assumption!).

[ Z ] I n d u s t r y

Your o b j e c t i v e i s t o s a t i s f y t h e i n d u s t r i a l w a t e r demand and t o minimize c o s t s (with r e g a r d t o t h e t o t a l c o s t s a n d t h e s a t i s f a c t i o n of a l l w a t e r u s e r s ) .

Your water demand c a n b e s a t i s f i e d by t h e following w a t e r allocations:

s

-

stream

c

-

d r a i n a g e w a t e r from mine c d

-

d r a i n a g e w a t e r from mine d.

You h a v e t o c o n s i d e r t h e following p i p e c a p a c i t y r e s t r i c t i o n s : Table 3: Capacity of pipelines f o r i n d u s t r i a l w a t e r supply (m 3 /set.)

P e r i o d

, 1 2 3 4 5 6 7 8 9 1 0

Example : in t h e l a s t p e r i o d t h e maximal water allocation from mine d is 0.3 m 3 /sec.

You h a v e second p r i o r i t y a f t e r drinking water supply. Notice t h a t y o u r used w a t e r is of a bad quality a n d i s r e l e a s e d into t h e t r i b u t a r y .

(15)

[ 3 ] A g r i c u l t u r e

Your o b j e c t i v e i s to s a t i s f y t h e a g r i c u l t u r a l water demand (depending o n t h e g r o u n d w a t e r t a b l e , itself depending o n t h e d r a i n a g e a c t i v i t i e s of t h e mines) a n d t o minimize costs (with r e g a r d to t h e t o t a l costs a n d t h e s a t i s f a c t i o n of all water u s e r s ) .

Your w a t e r demand c a n b e s a t i s f i e d by t h e following water allocations:

s

-

s t r e a m

c

-

d r a i n a g e w a t e r from mine c d

-

d r a i n a g e water f r o m mine d .

The following p i p e c a p a c i t y r e s t r i c t i o n s a r e valid:

Table 4: Capacity of pipelines for a g r i c u l t u r a l water supply (m 3 /set.).

P e r i o d

I

1 1 2 3 4 5 6 7 8 9 10

I

0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1

0 1 :::

0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 d 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1

You h a v e p r i o r i t y 3. You d o n ' t h a v e a n y demand at t h e beginning, b u t b e c a u s e of t h e mining a c t i v i t i e s , y o u r demand i s i n c r e a s i n g (especially when mine d i s going into o p e r a t i o n ) .

[ 4 ] E n v i r o n m e n t a l p r o t e c t i o n a r e a a n d D o w n - s t r e a m w a t e r u s e r

Your o b j e c t i v e i s to s a t i s f y t h e water demand of t h e environmental p r o t e c t i o n area ( t a k e c a r e of t h e quality). The down-stream water u s e r are g e t t i n g t h e water l e f t in t h e s t r e a m ( t h e quality d e p e n d s o n t h e quality of t h e w a t e r r e l e a s e d from mines a n d i n d u s t r y ) . T r y a l s o t o minimize total c o s t s .

Your water demand c a n b e s a t i s f i e d by t h e following water allocations:

p

-

remaining p i t ( a f t e r closing of mine a ) c

-

d r a i n a g e water from mine c

You h a v e to c o n s i d e r t h e following p i p e c a p a c i t y r e s t r i c t i o n s :

Table 5: Capacity of pipelines f o r environmental p r o t e c t i o n (mJ/sec.).

P e r i o d

' 1 2 3 4 5 6 7 8 9 10

(16)

Notice t h a t you h a v e no p r i o r i t y at a l l . If you o r d e r more water t h a n l e f t , t h e con- s t r a i n t s are not s a t i s f i e d and t h e decisions h a v e t o b e made a second time a l l to- g e t h e r .

[5] M i n i n g group

You h a v e t o a l l o c a t e t h e mine d r a i n a g e water with r e g a r d t o t h e minimum of t o t a l c o s t s f o r mine water d r a i n a g e and allocation. You c a n s e l l y o u r water, if a n o t h e r u s e r r e q u i r e s i t , a n d if t h e quality i s good enough. You c a n add lime h y d r a t e f o r water t r e a t m e n t s o t h a t t h e quality becomes b e t t e r . The water t h a t you could n o t s e l l t o t h e u s e r s h a s t o b e r e l e a s e d i n t o t h e r i v e r ; if i t i s of bad quality, you h a v e t o p a y a f i n e f o r t h a t .

You h a v e t o a l l o c a t e t h e amount of lime t h a t h a s t o b e added. F o r t h e possibilities of water allocation see Table 6 below.

Table 6: Capacity of pipelines f o r mine water allocation (m 3 /set.).

P e r i o d

*

a,@ means from a t o

8.

Example : t h e maximum amount of water from mine b t o e x p o r t in t h e f i r s t p e r i o d i s 1 . 2 m 3 /sec.

(17)

3.3. Steps of the 'Game

For each planning period t h e following s t e p s have t o b e done:

(1) Calculation and output of water allocation, i.e. quantity and quality of water being available in t h e c u r r e n t playing period.

(2) Calculation and output of t h e water demand f o r e a c h u s e r .

(3) Input of t h e decision of t h e water u s e r s about t h e water allocation through t h e different pipelines according t o t h e i r p r i o r i t y (MINE version 1 : fill out t h e corresponding form, s e e APPENDIX A);

(4) Check of t h e c o n s t r a i n t s 1 :

-

water demand l e s s o r equal pipeline capacities,

-

sum of demand from different mines l e s s o r equal t h a n water in mine,

-

water t a b l e in remaining pit g r e a t e r o r equal 110 m,

-

water quality of municipality ok?

(5) If t h e constraints 1 were not ok, go back t o point 3 and make a coordinated de- cision.

(6) Output of t h e amount of water l e f t in t h e mines (the mines have t o b e "empty" a t t h e end of each playing period).

(7) Input of t h e decisions of t h e mining group:

-

t h e amount of lime t h a t has t o b e added,

-

allocation of t h e rest of water in t h e mines (possible allocations a r e ex- p o r t , r e l e a s e t o t h e stream o r t o t h e remaining pit).

(8) Check of t h e c o n s t r a i n t s 1 : if not ok, go back t o point 3 and make a coordinat- ed decision.

(9) Check of t h e c o n s t r a i n t s 2:

-

a r e t h e water quality f o r t h e different u s e r , of t h e exported water and of t h e water discharged into t h e stream within t h e limits,

-

a r e t h e mines "empty" (water balance),

-

is t h e water t r e a t m e n t o v e r t h e limit?

(10) If t h e constraints 2 a r e not ok, go back t o point 3 and make a coordinated de- cision.

(18)

(11) Calculation and output of t h e qualities of all water allocations (mines, stream, groundwater).

(12) Calculation and output of t h e r e s u l t s p e r y e a r of t h e last playing period:

-

t h e c o s t s for a l l u s e r s and t h e d i f f e r e n t mines,

-

t h e d e g r e e of satisfaction of t h e u s e r s ,

-

t h e quality satisfaction of remaining pit, stream and environmental pro- tection a r e a .

(13) Calculation and output of t h e t o t a l r e s u l t s of t h e periods played up to now:

c o s t s and satisfaction of t h e demand.

(14) Next playing period.

4. DIFFERENT VERSIONS OF THE GAW3

The f i r s t version of t h e game

-

MINE 1

-

w a s implemented in BASIC on a n AP- PLE IIe, s o t h a t i t c a n b e used on a wide v a r i e t y of small microcomputers. For ex- ample i t h a s also been implemented on a NEC/PC 8201A, easily p o r t a b l e because of i t s small size. A playing board with a p p r o p r i a t e pieces is associated t o t h e c o m - p u t e r . During t h e game, t h e p l a y e r s a r e sitting around t h e b o a r d , filling out dif- f e r e n t forms with t h e i r decisions. The computer with t h e model is running in t h e background, t h e input of t h e decisions is made by t h e game o p e r a t o r . The commun- ication between model and decision makers is realized by pieces moved on t h e board. All model outputs as allocation and quality of water, r e s u l t s , etc. are print- e d on a n additional p r i n t e r .

The second version

-

MINE 2

-

i s implemented in FORTRAN 77 on t h e VAX and t h e ALTOS. A g r a p h i c terminal can b e associated, t h a t c o r r e s p o n d s to t h e b o a r d in MINE 1. The input of t h e decisions i s made by t h e p l a y e r s or by t h e game o p e r a t o r on t h e computer.

The gaming b o a r d f o r MINE 1 and t h e g r a p h i c schema f o r MINE 2 r e p r e s e n t a schematical map of t h e test a r e a (see Figure 3). They also show t h e s t r e a m , t h e two t r i b u t a r i e s , t h e groundwater e x t r a c t i o n possibility, t h e possibility of import and e x p o r t . The lines between t h e s e items r e p r e s e n t t h e pipelines f o r water allo- cation.

On t h e b o a r d , water is r e p r e s e n t e d by coins with d i f f e r e n t amounts, t h e quali- t y is r e p r e s e n t e d by icons of d i f f e r e n t colors. Those pieces are moved a r o u n d by t h e p l a y e r s and r e p l a c e d by t h e game o p e r a t o r a f t e r e a c h playing period.

(19)

Dn t h e g r a p h i c , t h e lines r e p r e s e n t i n g t h e p i p e s are more o r l e s s t h i c k , depending on t h e amount of water. The c o l o r of t h e items on t h e s c r e e n r e p r e s e n t s t h e c o r r e s p o n d i n g water quality. The input of t h e decisions i s made on a n addition- a l terminal. The c o s t s a n d t h e amount of lime added i s shown n e x t t o t h e items con- c e r n e d . All t h i s information c a n b e updated a f t e r e a c h playing p e r i o d . The o t h e r r e s u l t s p e r p e r i o d , as well as t h e accumulated r e s u l t s are shown on t h e additional terminal, from w h e r e t h e game a n d t h e g r a p h i c terminal are o p e r a t e d as well.

5. EXPERIENCES

Beside t h e tests, t h e game was running t h r e e times u n d e r t h e f i r s t v e r s i o n MINE 1 a n d o n c e u n d e r t h e second v e r s i o n MINE 2. Both v e r s i o n s a r e built a f t e r t h e same model, h a v e t h e same decisions a n d s t e p s . However, a f t e r t h o s e f o u r r u n s we noticed, t h a t we h a v e t w o d i f f e r e n t games. The implementation with g r a p h i c s on t h e VAX w a s a l s o intended t o give t h e game a more p r o f e s s i o n a l a n d s e r i o u s touch b e c a u s e t h e word "gaming" h a s a wide meaning, including a c t i v i t i e s t h a t are n o t t a k e n t o o s e r i o u s . We c a n define "

...

a 'game' a s a c e r t a i n t y p e of 'model', i t i s a p p r o p r i a t e to r e g a r d t h e p l a y i n g of a game as a k i n d of ' h u m a n m a n i p u l a - t i o n ' of t h i s model" (Stah1,1983). A b o a r d with p i e c e s t h a t h a v e t o b e moved a r o u n d s u g g e s t s leisure-time occupation.

C o n t r a r y t o a l l e x p e c t a t i o n s , t h e b o a r d game MINE 1 w a s a b i g g e r s u c c e s s . Only t o make p e o p l e s i t a r o u n d a t h a t b o a r d b r o u g h t a l r e a d y a f e e d b a c k . The f a c t , t h a t t h e y had t o move t h o s e p i e c e s , visible a n d obvious f o r a l l p l a y e r s , i n c r e a s e d t h e communication between t h e p l a y e r s , t h i s kind of 'language' being much b e t t e r t h a n t h e numbers on t h e s c r e e n . The r e s u l t s were discussed in t h e g r o u p , what in- tensified t h e motivation. The game w a s running almost o n i t s own.

Running t h e s e c o n d v e r s i o n , i t was much more difficult to make t h e people p l a y , t h e y had t o b e motivated by t h e game o p e r a t o r t o k e e p t h e game going on.

Each g r o u p made i t s decisions a l o n e , n o r e a l discussion came up.

Running t h e f i r s t v e r s i o n of MINE t h r e e times, w e noticed t h e following d i f f e r - e n c e s in r e s u l t s a n d b e h a v i o r : The f i r s t a n d second time, MINE was played at t h e Working S e s s i o n o n Mathematical Modeling of t h e E n v i r o n m e n t a l S u b s y s t e m s f o r the A n a l y s i s of Regional Water PoLicies i n N e u n z e h n h a i n , E r z g e b i r g e , GDR, J u n e 25-30, 3984. Some of t h e p a r t i c i p a n t s were t h e s c i e n t i s t s , t h a t built p a r t s of t h e model. They played t h e second r u n . The f i r s t r u n w a s played by o t h e r p a r t i c i - p a n t s of t h e c o n f e r e n c e , t h a t are familiar with environmental problems a n d region-

(20)

f i g u r e 3. B o a r d of t h e g a m e

(21)

a1 water policies. Already h e r e we found a d i f f e r e n t b e h a v i o r : t h e y t r i e d t o work t o g e t h e r a good as possible, t h e i r s t r a t e g y w a s t o minimize t h e sum of a l l c o s t s . They had q u i e t good r e s u l t s after t h e second playing p e r i o d , when t h e y found o u t a b o u t t h e mechanism of t h e game and t h e b e h a v i o r of t h e model on s p e c i f i c actions.

Playing with t h e g r o u p of " e x p e r t s " t h a t built t h e model, i t was difficult t o g e t t h e game going on: t h e y s t a r t e d t o discuss some of t h e submodels, a r g u i n g on t h e p a r a m e t e r s , e t c . E a c h playing g r o u p consisted of t h e c o r r e s p o n d i n g e x p e r t s . They t r i e d t o minimize t h e i r own c o s t s , playing a g a i n s t e a c h o t h e r , what made t h e con- s t r a i n t s fail q u i e t o f t e n . A t t h e e n d , t h e y had t h e b e s t t o t a l r e s u l t s , b e c a u s e of o n e of t h e b a s i c decisions of t h e game, t h e s t a r t i n g p e r i o d of t h e d r a i n a g e of mine d.

The p l a y e r s of t h e mining g r o u p took t h e optimal choice. Finally t h e r e w a s a gen- e r a l discussion, where some points of t h e model were questioned. The importance of communication was emphasized.

The t h i r d time, MINE r u n at t h e I n t e r n a t i o n a l I n s t i t u t e of Applied Systems Analysis with a n a r b i t r a r y g r o u p of people. I t came o u t , t h a t t h e d e g r e e of infor- mation was t o o low f o r p e o p l e from o t h e r areas. To play t h e f i r s t p e r i o d took a long time, many questions had t o b e answered by t h e game o p e r a t o r . A f t e r some r o u n d s t h e b a s i c a s p e c t s of t h e problem came out. A s MINE i s designed f o r decision m a k e r s in open p i t mining areas, i t should b e played with people familiar with t h i s problem.

.The second v e r s i o n of t h e game was o p e r a t e d on a Task F o r c e Meeting on t h e Analysis of Regional Water Policies, November 27-29, 1 9 8 4 , at t h e I n t e r n a t i o n a l In- s t i t u t e f o r Applied Systems Analysis, Laxenburg, Austria. S e v e r a l g r a p h i c termi- nals a n d usual t e r m i n a l s were placed in t h e room, visible f o r t h e p l a y e r s . E a c h playing g r o u p consisted of two p l a y e r s and had h i s own terminals. C o n t r a r y t o t h e b o a r d , which i n c r e a s e d t h e communication, t h e terminals d e c r e a s e d i t . No discus- sions came u p , i t was difficult t o k e e p t h e game going and t o motivate t h e p l a y e r s .

6. CONCLUSIONS

The game MINE o f f e r s a supplementary tool f o r t h e analysis of r e g i o n a l water policies in open-pit lignite mining areas. In t h e p r e s e n t form t h e game i s a n e x p e r - imental and a b o v e a l l t e a c h i n g game. The f i r s t gaming sessions indicate t h a t i t i s v e r y useful in o r d e r t o g e t a b e t t e r understanding of t h e complex i n t e r r e l a t e d socio-economic p r o c e s s e s in lignite mining r e g i o n s f o r decision m a k e r s a n d t h e i r s t a f f . In analyzing such gaming s e s s i o n s b e h a v i o r a l a s p e c t s become obvious which

(22)

h a r d i y c a n b e formalized.

F o r t e a c h i n g p u r p o s e s t h e simpler v e r s i o n MINE 1 with a gaming b o a r d i s f a v o r a b l e d u e t o i t s communication c h a r a c t e r . The game MINE 1 should b e im- p r o v e d f o r t h i s p u r p o s e by modification of t h e d a t a in o r d e r t o emphasize t h e sig- nificant p r o c e s s e s within t h e system. The s o p h i s t i c a t e d computerized game MINE 2 seems t o b e only useful if i t is e x t e n d e d t o a n o p e r a t i o n a l game f o r p r a c t i c a l p r o b - lem solutions. By combination of t h e game with algorithms f o r multi-criteria analysis a v e r y powerful s u p p o r t tool would b e a v a i l a b l e . But t h e r e i s o n e bottleneck

-

t h e availability of decision m a k e r s f o r gaming s e s s i o n s . I t is doubtful w h e t h e r d e c i s i o n m a k e r s r e p r e s e n t i n g the i n t e r e s t g r o u p s c a n be i d e n t i f i e d a n d , 2 . th i s i s d o n e , c a n b e stimulated t o play t h e game t o g e t h e r . This question i s n o t t o b e solved academatically at IIASA, i t r e q u i r e s p r a c t i c a l a t t e m p t s in t h e re- gion of i n t e r e s t .

7.

REFERENCES

G r e e n b l a t t , C.S., a n d Duke, R.D. 1980. P r i n c i p l e s a n d P r a c t i c e s of Gaming- Simulation. S a g e Publications. p . 49

Kaden, S., J . Hummel, L. L u c k n e r , D. P e u k e r t , and K. Tiemer. 1985a. Water Poli- cies: Region with Open P i t Lignite Mining (Introduction t o t h e IIASA Study).

IIASA, WP-85-04, L a x e n b u r g , Austria, p. 67.

Kaden, S . , J . Hummel, L. Luckner, D. P e u k e r t , and K . Tiemer. 1985b. Decision Sup- p o r t Model Systems f o r t h e Analysis of Regional Water Policies in Open-Pit Lignite Mining Areas. I n t e r n a t i o n a l J o u r n a l of Mine Water, June 1985.

Shubik, M. 1983. Gaming: A State-of-the-Art S u r v e y . In: Operational Gaming: An I n t e r n a t i o n a l A p p r o a c h , I. S t a h l (Ed.). Pergamon P r e s s , Oxford, ISBN 0-08- 030836-8, ISBN 0-08-030870-8, pp.75-79

S t a h l , I. 1983. What is Operational Gaming?. In: Operational Gaming: An I n t e r n a - tional Approach, I. S t a h l (Ed.) Pergamon P r e s s , Oxford, ISBN 0-08-030836-8, ISBN 0-08-030870-8, pp. 25-40.

(23)

- 17 -

APPENDIX A

E x a m p l e of M I N E 1

Information f o r t h e o p e r a t o r on t h e situation at t h e beginning of t h e c u r r e n t play- ing p e r i o d : This information h a s t o b e visible on t h e b o a r d ( Q S a r e t h e c o r r e s p o n d - ing balance points along t h e s t r e a m ) .

P E R I O D 1

WATER AVAILABLE MINE a MINE b MINE c MINE d Q S l Q S 5 Q S 7 QS6 Q S 2 Q S 3 Q S 4

DEMAND :

MUNICIPALITY .2

I N D U S T R Y 3

A G R I C U L T U R E 0

E N V I R O N M E N T . P R O T E C T . A R E A .02

DOWN-STREAM WATER U S E R 25

Now t h e c o r r e s p o n d i n g f o r m 1 f o r t h e u s e r s h a s to be f i l l e d o u t . After d a t a input by t h e o p e r a t o r t h e c o n s t r a i n t s a r e c h e c k e d :

C H E C K O F T H E C O N S T R A I N T S T H E CONSTRAINTS 1 A R E OK

AMOUNT OF WATER T H A T H A S TO B E D I S T R I B U T E D : MINE a : 4 . 1

MINE b: 2.95

MINE c : 2.03

Now Form 2 has to be filled o u t b y t h e m i n i n g p l a y e r s . After d a t a i n p u t t h e c o n s t r a i n t s a r e c h e c k e d a n d t h e r e s u l t s a r e p r i n t e d : ( C S i s t h e q u a l i t y i n t h e b a l a n c e p o i n t s of t h e s t r e a m ]

C H E C K O F T H E C O N S T R A I N T S C O N S T R A I N T S 1 A R E OK ALL C O N S T R A I N T S A R E OK WATER QUALITY

a

=

2

b = 2

C

=

2

C S 1 = 1 C S 5

=

1 C S 7

=

3 C S 6

=

1

(24)

RESULTS OF PERIOD 1=1981 (Mill. M a r k / y e a r ) COSTS:

COSTS FOR MINE a COSTS FOR MINE b COSTS FOR MINE c

SUM OF COSTS FOR MINING

COSTS FOR MUNICIPAL WATER S U P P L Y COSTS FOR INDUSTRIAL WATER S U P P L Y COSTS FOR AGRICULTURAL WATER S U P P L Y COSTS FOR DOWN STREAM WATER U S E R COSTS FOR ENVIRONMENTAL PROTECT. AREA NOT SATISFIED DEMAND:

MUNICIPALITY INDUSTRY AGRICULTURE

DOWN STREAM WATER U S E R ENVIRONMENTAL PROTECT. AREA WATER QUALITY:

STREAM

ENVIRONMENTAL PROTECT. AREA

(25)

PERIOD:

User

Stream

Groundwater reservoir l mport

Mines Remaining pit Municipality l ndustry Agriculture Env. protect. area Down-stream water user

DEMAND: m :

F o r m 1: W a t e r aLLocation f o r w a t e r u s e r s

(26)

-

20

-

PERIOD:

Quantity of lime: a : b :

C : d : P :

Distribution of water left in mines:

Form 2: Mine w a t e r a l l o c a t i o n a n d t r e a t m e n t

(27)

APPENDIX B

How to

Run

the Game VERSION 1

To r u n t h e game, see a l s o Appendix A f o r t h e playing s t e p s . You need a n AP- PLE I1 e (and a floppy disk with t h e game MINE) o r a n NEC/PC (and a c a s s e t t e with t h e game), a b o a r d a n d t h e c o r r e s p o n d i n g p i e c e s a n d coins, two kinds of forms at l e a s t f o r e a c h playing p e r i o d a n d a s h o r t d e s c r i p t i o n of t h e r o l e with t h e pipeline r e s t r i c t i o n s f o r e a c h p l a y e r . This r o l e d e s c r i p t i o n h a s t o b e r e a d from t h e p l a y e r s b e f o r e t h e r u n . The information on t h e amount of c a p a c i t y r e s t r i c t i o n i s needed d u r i n g t h e whole game. The information of water a v a i l a b l e a n d water quali- t i e s h a s t o b e p u t on t h e b o a r d at t h e beginning of e a c h playing p e r i o d , using t h e coins a n d t h e p i e c e s . The demand p r i n t e d o u t f o r e a c h p e r i o d h a s t o b e p u t o n form 1. Making a decision means t o move t h e coins on t h e b o a r d : in t h e s e q u e n c e of t h e i r p r i o r i t y , t h e p l a y e r s of t h e water u s e r s h a v e t o make t h e s e decisions a n d t o fill o u t t h e c o r r e s p o n d i n g row in form 1. A t t h e beginning of p e r i o d 2, t h e decision on t h e s t a r t i n g time f o r t h e d r a i n a g e of mine d h a s t o b e made. These decisions h a v e t o b e p u t by t h e o p e r a t o r on t h e computer. The c o n s t r a i n t s 1 are c h e c k e d , if t h e y a r e not o k , a n information on t h e r e a s o n f o r t h e f a i l u r e i s p r i n t e d out. A new form h a s t o b e filled o u t by t h e p l a y e r s (decisions made by a n additional playing g r o u p f o r t h e c e n t r a l planning a u t h o r i t y o r by a l l p l a y e r s t o g e t h e r ) . Now t h e p l a y e r s of t h e mining g r o u p h a v e t o make t h e i r decisions on t h e amount of lime t h e y h a v e t o a d d a n d t h e allocation of t h e rest of t h e water l e f t in t h e mines. They h a v e t o fill o u t t h e form 2, t h e decisions a r e p u t o n t h e computer by t h e o p e r a t o r . The c o n s t r a i n t s 1 a r e c h e c k e d f i r s t , t h e n t h e c o n s t r a i n t s 2. If o n e of them is not o k , additional information on t h e r e a s o n i s p r i n t e d o u t a n d t h e whole p e r i o d h a s t o b e played again. If a l l c o n s t r a i n t s are o k , t h e r e s u l t s a r e p r i n t e d o u t a n d c a n b e shown t o t h e p l a y e r s . Give them enough time f o r discussion, but at t h e same time, k e e p t h e game going. P u t in, which p e r i o d you want t o play n e x t a n d continue. In Figure 4 a flow diagram of t h i s v e r s i o n i s given.

(28)

FLOW DIAGRAM

?, Back to the situation of TW

1

T = T W

+

start 1

w N N

-

I

lnput of next playing INITIALIZING

-

Dimensioning of the parameters

-

Definition of existing pipes

- Reading of the different time- functions and factors

+

%

Input of the N n m g period T (240)

1

period TW

4

Calculation + output of the TOTAL RESULTS from period 1 to actual

- Costs

- Satisfied demand Calculation

4

+ Output of the 0 ANNUAL RESULTS in period T

- Costs

- Satisfied demand

- Quality satisfaction for remaining pit, stream, env. protect, area

4

Calculation + Output of QUALITIES of all water allocations

- Miner, meam, groundwater

'

w m m ,N I I

f.N N w

N N

w

g

ur

Calculation + output of the allocetion and quantities of water in period T.

decision about mine D

f

Calculation and output of the required quantities of water for each user INPUT of the decisions

+

of the users about the

I

2

V,

0

8 I

4 N

N

5;

\.

f.

A

1 water quantitites through

<water in mines

- water table in remaining pit 2 110

- Qual~ties for municipality

All decisions

V,

g

!? g

d

-

the different pipes 5

b

made by the

N f.

m I

W N

m w N

m

8

, ,

E -

LO. m ,

D

A

+

Check of the CONSTRAINTS 2 on:

- Qualities for -+

Industry Agriculture Env. Protect. Area Expon

of discharged water (mines)

- Balana in the Output of the

mner left in the mines, that has to be distributed

$I

v,

F1

V,

0

g

7

m 0

GROUP w

I

8

w

-

5; I

V,

mines (+ empty?)

I

- Constraints on water

Input of the 7

quantities o f lime treatment

that are added

m

-

+

N lnput of the decisions of the mining people

about the rest of water 2

in the mines N VI

a

m Check of the

CONSTRAINTS 1 :

- DEM < pipe capacities

- DEM from different mines

::

1

E F i g u r e 4. Flow diagram of MINE, VERSION 1

(29)

VERSION 2

Beside t h e a d e q u a t e c o m p u t e r (VAX o r ALTOS), you may u s e a n AED g r a p h i c terminal with t h e c o r r e s p o n d i n g software. The s e q u e n c e of t h e game s t e p s i s t h e same t h a n in v e r s i o n 1. The water a v a i l a b l e as well as t h e water quality are shown on t h e computer g r a p h i c , t h e demand of t h e u s e r s o n t h e terminal, as well as t h e menu f o r t h e following s t e p s : you c a n a s k f o r additional information b e f o r e you h a v e t o d e c i d e , o r g o on with t h e water demand. The s c r e e n shows a matrix with t h e pipeline r e s t r i c t i o n s and t h e amount of water a l r e a d y o r d e r e d , t h a t you h a v e t o fill o u t with y o u r decisions ( a t t h e same time, some b a s i c c o n s t r a i n t s , l i k e pipe- line c a p a c i t i e s , are c h e c k e d ) . A t e v e r y time, you h a v e t h e possibility t o go b a c k t o t h e l a s t s t e p , t o see y o u r demand o r t o apply f o r additional information. A t t h e be- ginning of p e r i o d 2, t h e decision on t h e beginning of t h e d r a i n a g e of mine d h a s t o b e made. The n e x t s t e p would b e t h a t t h e p l a y e r s f o r t h e mining g r o u p h a v e t o fill o u t a similar matrix with t h e amounts of lime a n d t h e d i s t r i b u t i o n of t h e rest of wa- t e r . The c o n s t r a i n t s are c h e c k e d , if t h e y are n o t o k , you go back t o t h e beginning of t h i s p e r i o d ; if t h e y are o k , you c a n u p d a t e t h e g r a p h i c a n d see t h e r e s u l t s (qual- ity a n d annual c o s t s on t h e g r a p h i c , accumulated r e s u l t s and s a t i s f a c t i o n of t h e demand on t h e s c r e e n ) . Go on with t h e n e x t playing p e r i o d .

Plan enough time f o r a l a t e r discussion o n t h e whole game!

Referenzen

ÄHNLICHE DOKUMENTE

In order to study the change law of the Newton force and propose the simulation model of the whole process of landslide in Nanfen open-pit iron mine, the multidisciplinary theory

MODE CONTROL LEVEL SCREEN HALF: LEFT.. You are in SINGLE

MANAGEMENT MODEL (simulation of monthly systems behavior in the planning horizon).. From this simulation we obtain empirical distribution functions o r frequency

DEXELOPMENT OF SEMPLIETED MODELS OF WATER QUALITY IN LIGNITE MINING AREAS.. INTERNATIONAL INSTITUTE FOR APPLIED SYSTENS AKALYSIS 2361

The methodological research is based on national studies of environmental and resource policies carried out in several NMO countries in collaboration with IIASk

(If the country purchased only a small portion of total world exports, and hence had no impact on the world price, the curve S, would be horizontal rather

This particular determinant of trade patterns is significant for both refined copper and refined nickel, the two commodities found in seabed nodules whose trade

When a system of settlements and relative services is defined one obtains a full set of data for pollution problem analysis: data on population, regional economic growth, the