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CLUSTERS GROWTH AND ENERGY DEMAND
                         A REFLECTION ON SUSTAINABLE CLUSTER

                                     Surapong Soponkij
    Rattanakosin College for Sustainable Energy Environment, Rajamangala University of
     Technology Rattanakosin, Salaya, Phuttamonthon, Nakorn Pathom 73170, Thailand
                            Corresponding author: tokenn@hotmail.com



                                                         2009), clustering is a function of the number and
ABSTRACT                                                 quality of linkages among firms and with other
                                                         elements of the economy. It is the linkages that
This paper studies the dynamic correlations between      enable a vigorous level of innovation and other
cluster growth and energy factors by using a system      technologically related activities through production-
dynamic modeling approach. Though energy is              change benefits. From significant finding (Cornillie
inevitable as the matter that reflects the growth of     and Fankhauser 2004) of declining energy intensity is
economic activity, its transaction cost and the          one of the major improvements of transition
security issues for developed and emerging               economy in production changes. The decomposition
economies, there is no empirical finding between
                                                         model distinguished 4 factors as relative importance
cluster growth and energy demand. It is significant
                                                         of energy-intensive economy as follows; energy
finding that innovative clusters leverage their
                                                         intensities of industry, transport and economy
technological development in cost-benefit energy
intensity which requires long-term projection of         transitions (agriculture, services, and residential), and
energy security to sustain its cluster growth. In this   the effect of structural change in which significantly
paper, it simulates how clusters have reflected the      contributed to reflect the declining and improvement
feedback effects on economic growth and energy           of energy intensity.
consumption along cluster dynamic which correlates
the condition scenarios of energy demand indicated       Finally from results, energy intensity defined as
by technological, economical, and sociological           energy use per GDP that depends on socio-economic
factor.                                                  and environmental benefits as the matter of the fact
                                                         that declining in energy intensity could be therefore
INTRODUCTION                                             considerable to market-based reform in economy-
Cluster becomes a key mode of economic                   efficient    improvement      (Bhattacharyya      and
concentration and focus of government policies           Ussanarassamee 2005). From such finding, energy
across the world and for a wide variety of industries.   demand in transition country tends to be highly
There have been government enthusiasms for               intensive consumed by transport sector whereas
encouraging industrial cluster development aimed
particularly in innovative transaction, technology       Background of literatures and analysis model
regimes and knowledge spillovers, though not             This paper attempts to conceptualize clusters on the
exclusively, to evolve economic efficiency               basis of existing literature in cluster dynamics that
(Iammarino and McCann 2006). Whereas the key             reflecting cluster growth in transition economic. It’s
feature of clusters policy are dynamic correlations      clear that most influential work of Michael Porter
between productivity changes, innovation, and new        (1990) is starting point for clusters analysis. Also
linkages of economic transition (Tim Padmore 1997).      Porter’s diamond model provides cluster initiative
                                                         approach when policy maker decides to focus on
Transition economies often focus on a mix industry       cluster examining process (Porter 1998).
types in developing countries. Transition economy
often means a changing planned economy to a              Cluster Growth and Full Diamond
market economy. However, the development of              For cluster often involves networking and emerging
market economies in developed countries, there is        social capital. The more social capital within a
advanced economy to focus high-tech industries           region would expand sophisticated-cluster network to
(Mans, Alkemade et al. 2008) that are considered as      develop more rapidly. The diamond (Porter 1998)
attractive cluster policy to gain government’s           works as an engine to drive an upgrading cluster to
attention to promote funding to creates incentives for   emerge upstream and downstream linkage for rivalry,
cluster partners to actually collaborate on high-        cooperation, openness to international markets, and
technology sectors. According to cluster (Solvell        finally lead customer demand.
By examining Porter’s diamond model, there are              Objective
some concerning linkages of factor conditions which         To simulate break-through scenarios among energy
local firm in particular cluster needs to overcome          factors in technological, economical, and sociological
such as supply of natural resources, in this study
explicitly referred to energy resource in transition        To probe whether energy intensity make difference in
economy, per development of technology-related in           cluster dynamic in term of attracting social capital
advanced factors. In addition to this model, it derives
demand conditions for local demand or existence of          Scope of study
local resources that cluster will interact with regional    The purpose of this paper is to introduce a simulation
or local labor market and Research University to            modeling of system dynamic with selected scopes of
advance      innovative    upgrading       for    related   process-based transitions in cluster dynamic which
intermediate production.       This is how cluster          reinforces economic transition and drives the demand
initiatives involve in economic development to              of energy efficiency thoroughly. Although much
maximize the benefits of local presence. They must          comparative work between economic growth and
foster substantial local investment and bound               energy consumption on the impact of industrial at the
ongoing relationships with government bodies and            national level has been conducted, our challenge to
policies and local institutional such as utilities,         regional activities aggregated or defined as regional
schools, financial services, media, and research            cluster are far forwarding discussion and analysis to
groups. For a cluster to continue to mature and grow,       reinforce the interaction of cluster dynamic between
factor markets of both firms and people are the main        R&D institution and private innovative SME through
circulation in social capital including formal and          establishment of collaborative policy.
informal network of personal and corporate network,
organization for collaboration, brainstorming, idea,        To advocate government’s enthusiastic public policy
skill and resource on which must be attracting to the       maker from transition countries, our scenarios will be
inflow of international market with different inward        based upon a couple decades’ time series from year
investment (FDI – foreign direct investment and VC          1985 – 2005 of empirical case studies from diverse
– venture capital), import of materials, components         groups of industrial countries, government agencies,
and products, and new technologies (Yehoue 2009).           and cluster management in Europe, and transition
                                                            countries such as China, India, and Thailand. Since
Besides clusters dynamic, it is crucial for small scale     this study has been narrowed through technological,
industry (SSI) to account for energy efficiency as the      economical, and sociological involvement in cluster
main improving factor of cluster’s barriers (Nagesha        dynamic regardless of location, it is our courage to
and Balachandra 2006). They referred six important          leverage global-market economy with indigenous-
factors for effectively handling with barriers to           transition economy. To drastically simulate such
energy conservation; (1) technical – lack of                feedback effect on energy consumption or demand
availability, reliability and knowledge of efficient        forecasting, some economical endogenous such as
technology, (2) institutional – lack of right               income, energy price must be balancing with energy
technology input, financial support and proper              requirement in causal loop as given government
program, (3) financial – lack of explicit financial         policy (Asafu-Adjaye 2000).
mechanisms, (4) managerial – lack of training,
improper managing, (5) pricing – lack of rational           Expected output
pricing of electricity and other fuels and (6)              This model conceptually shows result factors by
information – lack of appropriate information,              reducing in energy intensity from small-scale
information diffusion problems. They revealed that          industries that is normally correlated with the effects
financial initiatives and behavior of managerial            of innovative technology and knowledge spillovers
entrepreneur are the barriers to improvement of             initiated by government policy’s introduction of
energy efficiency. Though these barriers’ priority are      necessary energy requirement into cluster dynamic
irrespective to others dissimilarities between              which are not fully as endogenous. This indicates
industrial clusters, financial inflow is the most           some relationships between rising social capital in
important to be addressed for energy-efficiency             new SSI and reducing environmental impact with
improvement in cluster development. Moreover,               lower energy intensity. Higher social capital is likely
related study of SSI’s barrier in transition countries      to demand more energy efficiency and somehow
(Thiruchelvam, Kumar et al. 2003) found many                derives energy requirement. We show conceptual
policy options but all interventions require                diagram that reveals the impact of government policy
coordination among government bodies and incentive          in correlated scenarios with dynamic factors of
policy of energy conservation program.                      energy requirement in causal loop explicitly.
METHODOLOGY
This paper takes based empirical evidences on the
relationship between economic growth and energy
consumption (Hondroyiannis, Lolos et al. 2002),
however, with the absence between cluster growth
and energy demand. For this simulation, non-linear
system dynamic modeling, particular set of energy
factors have been used; energy consumption, energy
demand, energy supply, energy intensity, energy
efficiency, energy conservation, energy requirement,
energy price, and energy import to leverage cluster       Figure 1: Linkage tree from government policy through
growth as balancing feedback and modeling the             cluster growth
effect of particular government policies on the cluster
dynamic.
                                                          Hypothesis 2
For comparison, most studies are found on static and      Is higher energy requirement really effective to the
open-looped effect of causality of corresponding          inflow of social capital or foreign investment?
policies to the cluster formation without including the
feedback effect from the cluster to those economic        This is to analyze that our government policy to
factors in simulation (Teekasap 2009). To assess          business attraction from hypothesis 1 has explicitly
such cluster dynamic and its theoretical policy           promoted the energy factors such as energy
(Brown 2000), cluster-based economic evolution are        efficiency in new industrial SME as small-scale
involving the parameters of capital resources - FDI,      cluster. Since government policy is one endogenous,
employment ratio, income, market demand – private         of the main factors in cluster dynamic,
consumption, and production – export, GDP,                (Thiruchelvam, Kumar et al. 2003) supporting causal
economic efficiency benefit are presented to model        loop of energy requirement illustrated in Figure 3.
various scenarios for different policies applied to
develop cluster growth. Explicitly, our most
influential empirical study on causality between
cluster dynamic and FDI to drive economic growth
(Yehoue 2009), finding such government policy in
balancing domestic capital has been leveraged with
an initial delay of foreign investment as a starting
business attraction in cluster dynamic.

Hypothesis concerning in causal loop                      Figure 2: Linkage tree from the set of energy
It is necessary to understand all supporting factors in   requirements to economic growth
our main causal loop and their linkages of
relationship among the main key factors as such
cluster growth, economic growth, and energy
demand. We will examine each of these loops in
system dynamic modeling based on 2 correlated
hypotheses.

Hypothesis 1
The supporting government policy in business
attraction to cluster dynamic is essentially driving
energy efficiency

This hypothesis derived from observation in cluster
dynamic linkages in Figure 2. In order to begin our
simulation, previous clusters’ empirical literatures
have shown causality between cluster growth and
government policy (Teekasap 2009), so we observe
essential analysis on this hypothesis 1.
CONCEPTUAL FRAMEWORK:
CAUSAL LOOP DIAGRAM




                                                         Figure 5 Reinforcing loop between R&D institution,
                                                         technology spillovers, new industrial SME and cluster
                                                         dynamic



                                                        Next correlated loop of reinforcement in Figure 6 is
Figure 3: Casual loop diagram showing relationship      derived from factor of endogenous cluster dynamic in
between cluster growth, economic growth and each        first R-loop of cluster growth. As cluster becomes
energy factors                                          more successful, it promotes collaboration in
                                                        associate with R&D institution for particular
Apparently, In Figure 4 causal loop diagram shows 2     innovation. This also initiates benefit back to cluster
main cause-effect loops as follows; reinforcing loop    dynamic in term of technology spillovers to new
comprised of all plus signs (+) in supporting linkage   comer as innovative SME.
stated by R-loop, balancing loop comprised of 1-2
minus signs (-) in opposite feedback stated by B-
loop.




Figure 4: Reinforcing loop between cluster
dynamic, employment, and government policy

This Figure 5 initiated from rectangular box of         Figure 6: Causal loop of energy factors effecting
cluster growth stock as the main loop in which          governement policy
provides 2 substantial reinforcing loops of R-loop.
We interpret that positive cluster dynamic is
reinforcing as the main input for cluster growth by
which attracts output as employment as in Figure 5.     The next major causality of balancing loops shown in
The higher employment ratio, the more cluster           Figure 7 will be nested loop among energy factors;
incentives gained by government policy.                 the change in energy requirement will cause
                                                        bidirectional effects to other energy conservation,
                                                        energy consumption, energy price, energy import,
                                                        energy demand, energy supply, energy intensity, and
                                                        energy efficiency. We believe that this latter causal
                                                        loop effect will drive government policy to stimulate
                                                        a delay loop of one another energy requirement.
Figure 8 shows important balancing loop between         efficiency; it would escalate economy transition to
economic factors based on economic growth and           achieve higher productivity and therefore greater
energy consumption as crucial feedback effects to       economic cost-efficiency.
government policy. If we add a scenario in which
government policy focuses directly in energy            CONCLUSION
requirement, it show that energy conservation will be   There is positive relationship reinforcing cluster
affecting energy consumption directly through           dynamic with higher energy consumption before a
energy conservation and indirectly effected through     delay of monitoring by government policy in energy
energy import that will deduct GDP to impede            requirement. This signals a positive role that energy
economic growth.                                        efficiency could enhance the balancing feedback to
                                                        the economic efficiency. Higher positively the
                                                        energy efficiency in form of lower energy intensity,
                                                        lower negatively energy conservation in form of
                                                        strict energy requirement, this calls for more
                                                        attention from cluster policy makers to improve the
                                                        energy efficiency of energy-intensity in small-scale
                                                        industrial SME as a means of inducing more
                                                        collaborations from R&D institution and government
                                                        policy.

                                                        BIBLIOGRAPHY
                                                        Asafu-Adjaye, J. (2000). "The relationship between
                                                                 energy consumption, energy prices and
                                                                 economic growth- time series evidence from
                                                                 asian developing countries." Energy
Figure 7: Balancing loop between energy requirement              Economics 22(2000): 615-625.
and energy consumption and feedback effects in          Bhattacharyya, S. C. and A. Ussanarassamee (2005).
economic growth                                                  "Changes in energy intensities of Thai
                                                                 industry between 1981 and 2000: a
                                                                 decomposition analysis." Energy Policy
                                                                 33(8): 995-1002.
DISSCUSSION OF RESULT                                   Brown, R. (2000). "Cluster dynamics in theory and
In this model, causal loop diagram shows energy                  practice with application to Scotland."
consumption pattern based on energy requirement                  Regional and Industrial Policy Research
that has been stimulated by government policy                    Paper March(38).
through the development of cluster dynamic in which     Cornillie, J. and S. Fankhauser (2004). "The energy
leveraging the innovation of energy intensity and                intensity of transition countries." Energy
energy efficiency.      Besides, the bigger energy               Economics 26(3): 283-295.
efficiency, the smaller energy conservation has been    Hondroyiannis, G., S. Lolos, et al. (2002). "Energy
accounted based on higher energy requirement.                    consumption and economic growth-
                                                                 assessing the evidence from greece." Energy
It’s important that government policy has been                   Economics 24(2002): 319-336.
manipulated to drive cluster dynamic with merging       Iammarino, S. and P. McCann (2006). "The structure
infrastructure. By this reinforcing loop, significant            and evolution of industrial clusters:
bridging of regional location has emerged new                    Transactions, technology and knowledge
industrial SME associated with R&D institution.                  spillovers." Research Policy 35(7): 1018-
Hence, cluster growth directly promotes considerable             1036.
employment, technology spillovers, higher GDP and       Mans, P., F. Alkemade, et al. (2008). "Is cluster
finally boosts economic growth.                                  policy useful for the energy sector?
                                                                 Assessing self-declared hydrogen clusters in
Industrial SME shares major accounts for innovative              the Netherlands." Energy Policy 36(4):
development of energy intensity. This would have                 1375-1385.
macro benefits as well in the form of reduced energy    Nagesha, N. and P. Balachandra (2006). "Barriers to
demand or reduced demand growth for energy                       energy efficiency in small industry clusters:
conservation or energy demand from industry. This                Multi-criteria-based prioritization using the
analysis lends credence to argument that energy                  analytic hierarchy process." Energy 31(12):
intensity makes a difference to their energy                     1969-1983.
performance in term of returns on economic
Porter, M. E. (1998). "Clusters and the new
         economics of competition - M.Porter."
         Harvard Business Review November -
         December(1998).
Solvell, O. (2009). "Clusters, Balancing Evolutionary
         and Constructive Forces - Red Book Jan 09
         Second       Edition."       Ivory     Tower
         January(2009 SE).
Teekasap, P. (2009). "Cluster Formation and
         Government Policy: System Dynamics
         Approach." International System Dynamics
         Conference 27(2009).
Thiruchelvam, M., S. Kumar, et al. (2003). "Policy
         options to promote energy efficient and
         environmentally sound technologies in
         small- and medium-scale industries."
         Energy Policy 31(10): 977-987.
Tim Padmore, H. G. (1997). "Modelling systems of
         innovation-- II. A framework for industrial
         cluster analysis in regions." Research Policy
         26(1998): 625-641.
Yehoue, E. B. (2009). "Clusters as a driving engine
         for FDI." Economic Modelling 26(5): 934-
         945.

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Surapong soponkij cluster growth and energy demand cld ai summit

  • 1. CLUSTERS GROWTH AND ENERGY DEMAND A REFLECTION ON SUSTAINABLE CLUSTER Surapong Soponkij Rattanakosin College for Sustainable Energy Environment, Rajamangala University of Technology Rattanakosin, Salaya, Phuttamonthon, Nakorn Pathom 73170, Thailand Corresponding author: tokenn@hotmail.com 2009), clustering is a function of the number and ABSTRACT quality of linkages among firms and with other elements of the economy. It is the linkages that This paper studies the dynamic correlations between enable a vigorous level of innovation and other cluster growth and energy factors by using a system technologically related activities through production- dynamic modeling approach. Though energy is change benefits. From significant finding (Cornillie inevitable as the matter that reflects the growth of and Fankhauser 2004) of declining energy intensity is economic activity, its transaction cost and the one of the major improvements of transition security issues for developed and emerging economy in production changes. The decomposition economies, there is no empirical finding between model distinguished 4 factors as relative importance cluster growth and energy demand. It is significant of energy-intensive economy as follows; energy finding that innovative clusters leverage their intensities of industry, transport and economy technological development in cost-benefit energy intensity which requires long-term projection of transitions (agriculture, services, and residential), and energy security to sustain its cluster growth. In this the effect of structural change in which significantly paper, it simulates how clusters have reflected the contributed to reflect the declining and improvement feedback effects on economic growth and energy of energy intensity. consumption along cluster dynamic which correlates the condition scenarios of energy demand indicated Finally from results, energy intensity defined as by technological, economical, and sociological energy use per GDP that depends on socio-economic factor. and environmental benefits as the matter of the fact that declining in energy intensity could be therefore INTRODUCTION considerable to market-based reform in economy- Cluster becomes a key mode of economic efficient improvement (Bhattacharyya and concentration and focus of government policies Ussanarassamee 2005). From such finding, energy across the world and for a wide variety of industries. demand in transition country tends to be highly There have been government enthusiasms for intensive consumed by transport sector whereas encouraging industrial cluster development aimed particularly in innovative transaction, technology Background of literatures and analysis model regimes and knowledge spillovers, though not This paper attempts to conceptualize clusters on the exclusively, to evolve economic efficiency basis of existing literature in cluster dynamics that (Iammarino and McCann 2006). Whereas the key reflecting cluster growth in transition economic. It’s feature of clusters policy are dynamic correlations clear that most influential work of Michael Porter between productivity changes, innovation, and new (1990) is starting point for clusters analysis. Also linkages of economic transition (Tim Padmore 1997). Porter’s diamond model provides cluster initiative approach when policy maker decides to focus on Transition economies often focus on a mix industry cluster examining process (Porter 1998). types in developing countries. Transition economy often means a changing planned economy to a Cluster Growth and Full Diamond market economy. However, the development of For cluster often involves networking and emerging market economies in developed countries, there is social capital. The more social capital within a advanced economy to focus high-tech industries region would expand sophisticated-cluster network to (Mans, Alkemade et al. 2008) that are considered as develop more rapidly. The diamond (Porter 1998) attractive cluster policy to gain government’s works as an engine to drive an upgrading cluster to attention to promote funding to creates incentives for emerge upstream and downstream linkage for rivalry, cluster partners to actually collaborate on high- cooperation, openness to international markets, and technology sectors. According to cluster (Solvell finally lead customer demand.
  • 2. By examining Porter’s diamond model, there are Objective some concerning linkages of factor conditions which To simulate break-through scenarios among energy local firm in particular cluster needs to overcome factors in technological, economical, and sociological such as supply of natural resources, in this study explicitly referred to energy resource in transition To probe whether energy intensity make difference in economy, per development of technology-related in cluster dynamic in term of attracting social capital advanced factors. In addition to this model, it derives demand conditions for local demand or existence of Scope of study local resources that cluster will interact with regional The purpose of this paper is to introduce a simulation or local labor market and Research University to modeling of system dynamic with selected scopes of advance innovative upgrading for related process-based transitions in cluster dynamic which intermediate production. This is how cluster reinforces economic transition and drives the demand initiatives involve in economic development to of energy efficiency thoroughly. Although much maximize the benefits of local presence. They must comparative work between economic growth and foster substantial local investment and bound energy consumption on the impact of industrial at the ongoing relationships with government bodies and national level has been conducted, our challenge to policies and local institutional such as utilities, regional activities aggregated or defined as regional schools, financial services, media, and research cluster are far forwarding discussion and analysis to groups. For a cluster to continue to mature and grow, reinforce the interaction of cluster dynamic between factor markets of both firms and people are the main R&D institution and private innovative SME through circulation in social capital including formal and establishment of collaborative policy. informal network of personal and corporate network, organization for collaboration, brainstorming, idea, To advocate government’s enthusiastic public policy skill and resource on which must be attracting to the maker from transition countries, our scenarios will be inflow of international market with different inward based upon a couple decades’ time series from year investment (FDI – foreign direct investment and VC 1985 – 2005 of empirical case studies from diverse – venture capital), import of materials, components groups of industrial countries, government agencies, and products, and new technologies (Yehoue 2009). and cluster management in Europe, and transition countries such as China, India, and Thailand. Since Besides clusters dynamic, it is crucial for small scale this study has been narrowed through technological, industry (SSI) to account for energy efficiency as the economical, and sociological involvement in cluster main improving factor of cluster’s barriers (Nagesha dynamic regardless of location, it is our courage to and Balachandra 2006). They referred six important leverage global-market economy with indigenous- factors for effectively handling with barriers to transition economy. To drastically simulate such energy conservation; (1) technical – lack of feedback effect on energy consumption or demand availability, reliability and knowledge of efficient forecasting, some economical endogenous such as technology, (2) institutional – lack of right income, energy price must be balancing with energy technology input, financial support and proper requirement in causal loop as given government program, (3) financial – lack of explicit financial policy (Asafu-Adjaye 2000). mechanisms, (4) managerial – lack of training, improper managing, (5) pricing – lack of rational Expected output pricing of electricity and other fuels and (6) This model conceptually shows result factors by information – lack of appropriate information, reducing in energy intensity from small-scale information diffusion problems. They revealed that industries that is normally correlated with the effects financial initiatives and behavior of managerial of innovative technology and knowledge spillovers entrepreneur are the barriers to improvement of initiated by government policy’s introduction of energy efficiency. Though these barriers’ priority are necessary energy requirement into cluster dynamic irrespective to others dissimilarities between which are not fully as endogenous. This indicates industrial clusters, financial inflow is the most some relationships between rising social capital in important to be addressed for energy-efficiency new SSI and reducing environmental impact with improvement in cluster development. Moreover, lower energy intensity. Higher social capital is likely related study of SSI’s barrier in transition countries to demand more energy efficiency and somehow (Thiruchelvam, Kumar et al. 2003) found many derives energy requirement. We show conceptual policy options but all interventions require diagram that reveals the impact of government policy coordination among government bodies and incentive in correlated scenarios with dynamic factors of policy of energy conservation program. energy requirement in causal loop explicitly.
  • 3. METHODOLOGY This paper takes based empirical evidences on the relationship between economic growth and energy consumption (Hondroyiannis, Lolos et al. 2002), however, with the absence between cluster growth and energy demand. For this simulation, non-linear system dynamic modeling, particular set of energy factors have been used; energy consumption, energy demand, energy supply, energy intensity, energy efficiency, energy conservation, energy requirement, energy price, and energy import to leverage cluster Figure 1: Linkage tree from government policy through growth as balancing feedback and modeling the cluster growth effect of particular government policies on the cluster dynamic. Hypothesis 2 For comparison, most studies are found on static and Is higher energy requirement really effective to the open-looped effect of causality of corresponding inflow of social capital or foreign investment? policies to the cluster formation without including the feedback effect from the cluster to those economic This is to analyze that our government policy to factors in simulation (Teekasap 2009). To assess business attraction from hypothesis 1 has explicitly such cluster dynamic and its theoretical policy promoted the energy factors such as energy (Brown 2000), cluster-based economic evolution are efficiency in new industrial SME as small-scale involving the parameters of capital resources - FDI, cluster. Since government policy is one endogenous, employment ratio, income, market demand – private of the main factors in cluster dynamic, consumption, and production – export, GDP, (Thiruchelvam, Kumar et al. 2003) supporting causal economic efficiency benefit are presented to model loop of energy requirement illustrated in Figure 3. various scenarios for different policies applied to develop cluster growth. Explicitly, our most influential empirical study on causality between cluster dynamic and FDI to drive economic growth (Yehoue 2009), finding such government policy in balancing domestic capital has been leveraged with an initial delay of foreign investment as a starting business attraction in cluster dynamic. Hypothesis concerning in causal loop Figure 2: Linkage tree from the set of energy It is necessary to understand all supporting factors in requirements to economic growth our main causal loop and their linkages of relationship among the main key factors as such cluster growth, economic growth, and energy demand. We will examine each of these loops in system dynamic modeling based on 2 correlated hypotheses. Hypothesis 1 The supporting government policy in business attraction to cluster dynamic is essentially driving energy efficiency This hypothesis derived from observation in cluster dynamic linkages in Figure 2. In order to begin our simulation, previous clusters’ empirical literatures have shown causality between cluster growth and government policy (Teekasap 2009), so we observe essential analysis on this hypothesis 1.
  • 4. CONCEPTUAL FRAMEWORK: CAUSAL LOOP DIAGRAM Figure 5 Reinforcing loop between R&D institution, technology spillovers, new industrial SME and cluster dynamic Next correlated loop of reinforcement in Figure 6 is Figure 3: Casual loop diagram showing relationship derived from factor of endogenous cluster dynamic in between cluster growth, economic growth and each first R-loop of cluster growth. As cluster becomes energy factors more successful, it promotes collaboration in associate with R&D institution for particular Apparently, In Figure 4 causal loop diagram shows 2 innovation. This also initiates benefit back to cluster main cause-effect loops as follows; reinforcing loop dynamic in term of technology spillovers to new comprised of all plus signs (+) in supporting linkage comer as innovative SME. stated by R-loop, balancing loop comprised of 1-2 minus signs (-) in opposite feedback stated by B- loop. Figure 4: Reinforcing loop between cluster dynamic, employment, and government policy This Figure 5 initiated from rectangular box of Figure 6: Causal loop of energy factors effecting cluster growth stock as the main loop in which governement policy provides 2 substantial reinforcing loops of R-loop. We interpret that positive cluster dynamic is reinforcing as the main input for cluster growth by which attracts output as employment as in Figure 5. The next major causality of balancing loops shown in The higher employment ratio, the more cluster Figure 7 will be nested loop among energy factors; incentives gained by government policy. the change in energy requirement will cause bidirectional effects to other energy conservation, energy consumption, energy price, energy import, energy demand, energy supply, energy intensity, and energy efficiency. We believe that this latter causal loop effect will drive government policy to stimulate a delay loop of one another energy requirement.
  • 5. Figure 8 shows important balancing loop between efficiency; it would escalate economy transition to economic factors based on economic growth and achieve higher productivity and therefore greater energy consumption as crucial feedback effects to economic cost-efficiency. government policy. If we add a scenario in which government policy focuses directly in energy CONCLUSION requirement, it show that energy conservation will be There is positive relationship reinforcing cluster affecting energy consumption directly through dynamic with higher energy consumption before a energy conservation and indirectly effected through delay of monitoring by government policy in energy energy import that will deduct GDP to impede requirement. This signals a positive role that energy economic growth. efficiency could enhance the balancing feedback to the economic efficiency. Higher positively the energy efficiency in form of lower energy intensity, lower negatively energy conservation in form of strict energy requirement, this calls for more attention from cluster policy makers to improve the energy efficiency of energy-intensity in small-scale industrial SME as a means of inducing more collaborations from R&D institution and government policy. BIBLIOGRAPHY Asafu-Adjaye, J. (2000). "The relationship between energy consumption, energy prices and economic growth- time series evidence from asian developing countries." Energy Figure 7: Balancing loop between energy requirement Economics 22(2000): 615-625. and energy consumption and feedback effects in Bhattacharyya, S. C. and A. Ussanarassamee (2005). economic growth "Changes in energy intensities of Thai industry between 1981 and 2000: a decomposition analysis." Energy Policy 33(8): 995-1002. DISSCUSSION OF RESULT Brown, R. (2000). "Cluster dynamics in theory and In this model, causal loop diagram shows energy practice with application to Scotland." consumption pattern based on energy requirement Regional and Industrial Policy Research that has been stimulated by government policy Paper March(38). through the development of cluster dynamic in which Cornillie, J. and S. Fankhauser (2004). "The energy leveraging the innovation of energy intensity and intensity of transition countries." Energy energy efficiency. Besides, the bigger energy Economics 26(3): 283-295. efficiency, the smaller energy conservation has been Hondroyiannis, G., S. Lolos, et al. (2002). "Energy accounted based on higher energy requirement. consumption and economic growth- assessing the evidence from greece." Energy It’s important that government policy has been Economics 24(2002): 319-336. manipulated to drive cluster dynamic with merging Iammarino, S. and P. McCann (2006). "The structure infrastructure. By this reinforcing loop, significant and evolution of industrial clusters: bridging of regional location has emerged new Transactions, technology and knowledge industrial SME associated with R&D institution. spillovers." Research Policy 35(7): 1018- Hence, cluster growth directly promotes considerable 1036. employment, technology spillovers, higher GDP and Mans, P., F. Alkemade, et al. (2008). "Is cluster finally boosts economic growth. policy useful for the energy sector? Assessing self-declared hydrogen clusters in Industrial SME shares major accounts for innovative the Netherlands." Energy Policy 36(4): development of energy intensity. This would have 1375-1385. macro benefits as well in the form of reduced energy Nagesha, N. and P. Balachandra (2006). "Barriers to demand or reduced demand growth for energy energy efficiency in small industry clusters: conservation or energy demand from industry. This Multi-criteria-based prioritization using the analysis lends credence to argument that energy analytic hierarchy process." Energy 31(12): intensity makes a difference to their energy 1969-1983. performance in term of returns on economic
  • 6. Porter, M. E. (1998). "Clusters and the new economics of competition - M.Porter." Harvard Business Review November - December(1998). Solvell, O. (2009). "Clusters, Balancing Evolutionary and Constructive Forces - Red Book Jan 09 Second Edition." Ivory Tower January(2009 SE). Teekasap, P. (2009). "Cluster Formation and Government Policy: System Dynamics Approach." International System Dynamics Conference 27(2009). Thiruchelvam, M., S. Kumar, et al. (2003). "Policy options to promote energy efficient and environmentally sound technologies in small- and medium-scale industries." Energy Policy 31(10): 977-987. Tim Padmore, H. G. (1997). "Modelling systems of innovation-- II. A framework for industrial cluster analysis in regions." Research Policy 26(1998): 625-641. Yehoue, E. B. (2009). "Clusters as a driving engine for FDI." Economic Modelling 26(5): 934- 945.