An Integrated Artificial Neural Network and System Dynamics Approach in Support of the Viable System Model to Enhance Industrial Intelligence: The Case of a Large Broiler Industry

Organizational cybernetics is one of the powerful systems approaches that benefits from the viable system model (VSM). The model is very general and is usually in need of complementary methods. In this article, one of artificial intelligence methods, artificial neural networks (ANNs), and system dynamics simulation have been used in support of the VSM. Iran broiler industry is conceived as a complex economic system and has been modelled using VSM. Operational elements, coordination, control, development, policy functions and environment of the industry are identified. ANN has been utilized in service of the controller (system 3) and the intelligence function (system 4) of the industry. ANN helps system 3 to anticipate market deviation from defined targets and reduce action delays for feeding the system back. A model in which ANN and system dynamics simulation are combined helps systems 4 and 5 manage external relationships by facilitation of defining imports tariff for maize and soybean, which are detected as critical environmental elements in identifying the industry environment. Maize and soybean cost contribute to more than 60% of chicken meat cost in Iran. Chicken meat is a high-consumed product all over the world and one of the main sources of protein. Suitable price of chicken meat is an important factor for the industry managers in Iran. As illustrated in the paper, artificial intelligence can improve VSM subsystems functioning and enhance the industry intelligence and regulation against internal and external oscillations. Copyright © 2013 John Wiley & Sons, Ltd.

[1]  S. P. Morlidge,et al.  Money, Time and Variety Engineering: The Application of Cybernetics to the Diagnosis and Design of Financial Performance Management Systems , 2009 .

[2]  Rita Di Mascio,et al.  Service process control: conceptualising a service as a feedback control system , 2002 .

[3]  Pentti Sydänmaanlakka An Intelligent Organization , 2002 .

[4]  Allenna Leonard,et al.  Integrating sustainability practices using the viable system model , 2007 .

[5]  Kim Warren,et al.  Strategic Management Dynamics , 2008 .

[6]  Dirk Vriens,et al.  Managing viable knowledge , 2002 .

[7]  Ali Azadeh,et al.  Diagnosing, Simulating and Improving Business Process Using Cybernetic Laws and the Viable System Model: The Case of a Purchasing Process , 2012 .

[8]  Christoph Rosenkranz,et al.  The variety engineering method: analyzing and designing information flows in organizations , 2011, Inf. Syst. E Bus. Manag..

[9]  Michael Negnevitsky,et al.  Artificial Intelligence: A Guide to Intelligent Systems , 2001 .

[10]  Oswaldo Morales-Matamoros,et al.  A systems science approach to enterprise resources planning systems , 2009 .

[11]  Manuel Castañón-Puga,et al.  A cybernetic approach to multi-agent system simulation in Tijuana-San Diego using the Viable Systems Model , 2007, 2007 IEEE International Conference on Systems, Man and Cybernetics.

[12]  Kyoichi Kijima,et al.  Variety engineering in the changing competitive environment of Japanese retail distribution , 1998 .

[13]  Markus Schwaninger,et al.  A Cybernetic Model to Enhance Organizational Intelligence , 2003 .

[14]  Patrick Hoverstadt The Fractal Organization: Creating Sustainable Organizations with the Viable System Model , 2009 .

[15]  Jc Jan Fransoo,et al.  Action variety of planners: Cognitive load and requisite variety , 2006 .

[16]  Christoph Rosenkranz,et al.  Designing IC structures by variety engineering , 2008, SAC '08.

[17]  S. Takahashi Agent-based Organizational Cybernetic Approach to Organizational Learning , 2006, 2006 SICE-ICASE International Joint Conference.

[18]  Kosar Darivandi Shoushtari,et al.  Analyzing and Improving Chicken Meat Supply Chain Using Beer's VSM, SCOR model and Ackoff's Circular Organization , 2011 .

[19]  Michael Jackson,et al.  Systems Thinking: Creative Holism for Managers , 2003 .

[20]  Zhong Qiu-yan,et al.  Application of Managerial Cybernetics in Interorganizational Coordination in Condition of Environmental Uncertainty: An Empirical Study , 2006, 2006 International Conference on Management Science and Engineering.

[21]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[22]  Howard P. Greenwald,et al.  Organizations and Society , 2008 .

[23]  Kosar Darivandi Shoushtari Redesigning a Large Supply Chain Management System to Reduce the Government Administration: A Socio-Functional Systems Approach , 2013 .

[24]  Luc Hoebeke Identity: the paradoxical nature of organizational closure , 2006, Kybernetes.

[25]  M. Schwaninger What can cybernetics contribute to the conscious evolution of organizations and society , 2004 .

[26]  G. J. Lewis,et al.  The measurement of environmental performance: an application of Ashby's law , 2003 .

[27]  Markus Schwaninger,et al.  Methodologies in conflict: achieving synergies between system dynamics and organizational cybernetics , 2004 .

[28]  Kevin J. Foster Cybernetic Risk Analysis , 1997 .

[29]  M. Snowdon The Heart of Enterprise , 1979 .

[30]  Rongdi Han,et al.  Modeling of dimensional errors in slender bar turning using artificial neural networks , 2008, 2008 7th World Congress on Intelligent Control and Automation.

[31]  Christopher P. Holland,et al.  On the architecture and form of flexible process support , 2007, Softw. Process. Improv. Pract..

[32]  Mark Taylor,et al.  Supporting crime detection and operational planning with soft systems methodology and viable systems model , 2009 .

[33]  Peter H. Gray,et al.  The effects of knowledge management systems on emergent teams: towards a research model , 2000, J. Strateg. Inf. Syst..

[34]  Guoqiang Peter Zhang,et al.  Neural network forecasting for seasonal and trend time series , 2005, Eur. J. Oper. Res..

[35]  José Pérez Ríos Communication and information technologies to enable viable organizations , 2006 .

[36]  Nikolaos K. Dimitriou,et al.  A cybernetic framework for viable virtual enterprises: The use of VSM and PSM systemic methodologies , 2006, Kybernetes.

[37]  Richard Vidgen Cybernetics and business processes: using the viable system model to develop an enterprise process architecture , 1998 .

[38]  Markus Schwaninger,et al.  City Planning- "Dissolving" Urban Problems. Insights from an Application of Management Cybernetics , 2004 .

[39]  G. J. Lewis,et al.  A cybernetic view of environmental management: the implications for business organizations , 1997 .

[40]  Dirk Vriens,et al.  Does the balanced scorecard support organizational viability , 2003 .

[41]  S. Beer The Brain of the Firm , 1972 .

[42]  Peter Checkland,et al.  Diagnosing the system for organizations: S. BEER Wiley, Chichester, 1985, 152 + xiii pages, £7.50 , 1986 .

[43]  J. D. R. de Raadt Information Transmission in Viable Systems. , 1990 .

[44]  Markus Schwaninger,et al.  Managing Complexity—The Path Toward Intelligent Organizations , 2000 .

[45]  Markus Schwaninger,et al.  Design for viable organizations: The diagnostic power of the viable system model , 2006 .

[46]  Dante Pinheiro Martinelli,et al.  Systemic Model for Diagnosis of the Micro, Small and Medium Enterprises from Two Cities from the Countryside of the State of São Paulo in Brazil , 2010 .