Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Intelligent Scenario Development for CAX Institute of Mathematics & Informatics, Bulgarian Academy of Sciences Zlatogor Minchev Bulgarian Academy of Sciences Center of Excellence in Operational Analyses This publication is supported by NATO’s Scientific Division in the framework of Science for Peace Program - Project SfP ( )
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Theoretical Background 1. Е-R (Entity – Relationship) model - Chen, 1976 EmployeesProjects Employee on Project Entities Set Relations Set Entities Set m n
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Systems Theory – Bertalanffy, 1950
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' SCIP – Scenario Computer Interface Program
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Functional abilities Main menu Toolbar Object’s coordinates
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Main menu
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' ‘File’
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' ‘Edit’
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' ‘Window’
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Rubberband tool ObjectsRelations Sensitivity Diagram Virtual Grid Selector tool Toolbar
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Sensitivity Diagram
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Objects’ Characteristics Form
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Relations’ Characteristics Form
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' File Format
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Excel Interoperability
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Scenario Example for Crises Management
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Sensitivity Diagram
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Ideas to add Intelligence in SCIP Better Relations’ EvaluationBetter Relations’ Evaluation BA w (w N) -Relation Weight
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' ‘w’ Evaluation Brainstorming Multi-criteria Approach Fuzzy Sets Implementation
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Multi-criteria Evaluation Multi-valued logic – Łukasiewicz, 1920 Fuzzy Sets – Zadeh, 1965 Intuitionistic Fuzzy Sets – Atanassov, 1983
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Intuitionistic Fuzzy Sets
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Graphical Representation
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Possible Applications of IFS in SCIP w - A Interchange among A, A and A in accordance with your information Utilization of F , optimizing operator for uncertainty minimizing
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' w - A Create two scales for A and A that are filled up trough experts’ knowledge and/or brainstorming true - A A - false
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Interchange among A, A and A in accordance with your information 1. Create two scales for a and b that are filled up trough experts’ knowledge and/or brainstorming for things that you know, don’t know or are uncertain for you; A, A or A in accordance with Substitute a and b with A, A or A in accordance with Utilize IFS basic relations (see IFS definition) or IFS optimization (see next slide) true - a b - false
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Utilization of F , optimizing operator for uncertainty minimizing { x, A (x), 1- A (x) | x E}; A (x) = { x, A (x), 1- A (x) | x E}; { x, A (x), 1- A (x) | x E}; A (x) = { x, A (x), 1- A (x) | x E}; F , (A) = { x, A (x) + .. A (x), A (x) + .. A (x) | x E}, , [0, 1], + 1, A – fixed set, E universe of disclosure, x element from E (see IFS definition). (0,1) (1,0) (0,0) f A (x) - possibility f A (x) - necessity F,F,
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' I-SCIP Contribution SfP Scientific Research TACOM SEE 2006 / Protection 2006 Scenario Development NATO MSG – 049 Scenario Development
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' Conclusions Utilization of E-R model, systems theory and holistic thinking; Interoperability between different software products; Interactive work; General view and evaluation of the scenario theatre.
Velingrad, Bulgaria October 21-25, 2006 NATO ARW: 'Scientific Support for the Decision Making in the Security Sector' QUESTIONS ?