Agent Dynamics in Complex Multilevel Systems of Systems of Systems Jeffrey Johnson The Open University - UK AESCS'09 Pacific-Asian Association for Agent-based.

Slides:



Advertisements
Similar presentations
From Structural Description to Interactions in Law : the Case for Simplicial Complexes Jacky Legrand Université Paris 2, CERSA.
Advertisements

Complex Systems, Dynamics & Design KEY NOTE Professor Jeffrey Johnson, Principal Investigator: ECiD2 Research Cluster.
Hypernetworks in Scalable Open Education Jeffrey Johnson Cristian Jimenez-Romero Alistair Willis European TOPDRIM (DYM-CS), Etoile, & GSDP Projects & Complexity.
Agent-based Modeling: A Brief Introduction Louis J. Gross The Institute for Environmental Modeling Departments of Ecology and Evolutionary Biology and.
Agent-Based Modeling PSC 120 Jeff Schank. Agent-Based Modeling What Phenomena are Agent-Based Models Good for? What is Agent-Based Modeling (ABM)? What.
Polynomial dynamical systems over finite fields, with applications to modeling and simulation of biological networks. IMA Workshop on Applications of.
Hypernetworks in systems of systems of systems Jeffrey Johnson The Open University, UK TOPDRIM - Topology-driven methods in CS NESS - Non-Equilibrium Social.
By Stacey Bonilla.  Introduction  Definition of Soccer  It’s Fun  Ages 2-70  $Rich$ & Famous  Fact.
電腦視覺 Computer and Robot Vision I Chapter2: Binary Machine Vision: Thresholding and Segmentation Instructor: Shih-Shinh Huang 1.
Visual Cognition II Object Perception. Theories of Object Recognition Template matching models Feature matching Models Recognition-by-components Configural.
11/14/05ELEC Fall Multi-processor SoCs Yijing Chen.
SCB : 1 Department of Computer Science Simulation and Complexity SCB : Simulating Complex Biosystems Susan Stepney Department of Computer Science Leo Caves.
Visual Cognition II Object Perception. Theories of Object Recognition Template matching models Feature matching Models Recognition-by-components Configural.
Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.
Evolution of Complex Systems Lecture 11: Advanced concepts Peter Andras / Bruce Charlton
Jennifer Madans Associate Director for Science
Adaptive Traffic Light Control with Wireless Sensor Networks Presented by Khaled Mohammed Ali Hassan.
Setting Conditions for Self-Organizing Organization Design April 29, 2014 Glenda Eoyang, PhD Human Systems Dynamics Institute
Nawaf M Albadia Introduction. Components. Behavior & Characteristics. Classes & Rules. Grid Dimensions. Evolving Cellular Automata using Genetic.
CS105 Introduction to Social Network Lecture: Yang Mu UMass Boston.
E XPLORING C OMPLEX S YSTEMS IN S OCIAL S CIENCE Greg Marfleet Carleton College Department of Political Science.
A Research Agenda for Accelerating Adoption of Emerging Technologies in Complex Edge-to-Enterprise Systems Jay Ramanathan Rajiv Ramnath Co-Directors,
Global Warming Mitigation Proposed Curriculum for New Mexico Middle Schools 6 th through 8 th Marcia Bardy – ST589 Climate Change and Carbon Sequestration.
What is Urban Ecology? Notes. Social Factors Interactions between humans Interactions between humans and their environment Health of people Government.
4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.
Agent-based modelling in social sciences Andreas Krause School of Management.
Mark Dooris Director, Healthy Settings Development Unit University of Central Lancashire Investing for Health.
Social Computing Networks: A New Paradigm for Engineering Pervasive Software Systems Naeem Esfahani Sam Malek 32th International Conference on Software.
PRIVP Huang Overview of Successes and Challenges
Concepts to excite, engage and entice learning
P systems: A Modelling Language Marian Gheorghe Department of Computer Science University of Sheffield Unconventional Programming Paradigms; Sept’04.
Artificial Neural Network Theory and Application Ashish Venugopal Sriram Gollapalli Ulas Bardak.
Anticipative and coordinated processes for interactivist and Piagetian theories Jean-Charles Quinton University of Toulouse (France) Computer science research.
EIASM Academic Council Meeting. Brussels Wednesday 11 th October 2006 Complexity Science and Design: Theory and Education for the Study of Society and.
Graph Theory in Computer Science
Strengthening Mental Health Improvement and Early Intervention for Child and Young People in Greater Glasgow and Clyde Tuesday 13 th September 2011 Stakeholders.
What does Public Policy ask of Complexity Science? Peter Dick Department of Health, UK Government ECCS ’12, Brussels, September 2012.
Future & Emerging Technologies in the Information Society Technologies programme of European Commission Future & Emerging Technologies in the Information.
WHEN I GRADUATE FROM HIGH SCHOOL By:Arriyanna Long.
Red Snow white Apple Do not use these words. Answer.
Mapping City Wide Travel Times Andrew Hardin. Project Goal Encouraging alternate transportation – NYC- Bike Share – Boulder’s Transportation Management.
Chapter 17 Challenges & The Future The Future Technologies - what we can do Desires - what we want Emerging Technologies - what we think we can.
Agent-based methods for translational cancer multilevel modelling Sylvia Nagl PhD Cancer Systems Science & Biomedical Informatics UCL Cancer Institute.
Modeling Complex Dynamic Systems with StarLogo in the Supercomputing Challenge
Research Interest overview and future directions Mina Guirguis Computer Science Department Texas State University – San Marcos CS5300 9/16/2011.
Systems Biology ___ Toward System-level Understanding of Biological Systems Hou-Haifeng.
Socio-environmental Agents Thomas E Downing SEI Oxford.
Neural Networks and Machine Learning Applications CSC 563 Prof. Mohamed Batouche Computer Science Department CCIS – King Saud University Riyadh, Saudi.
Weighing in to the literacy debate: the role of ICTs for weight management NHS Research Ethics Committee: 07/Q1907/54 Audrey Marshall.
Marv Adams Chief Information Officer November 29, 2001.
Computational Science: Middle Schoolers, Real World Problems, and Visualization NECC 25 June 2007 and STI July 2007.
Chapter 2. From Complex Networks to Intelligent Systems in Creating Brain-like Systems, Sendhoff et al. Course: Robots Learning from Humans Baek, Da Som.
Emily Nott Relationship Manager - Research Councils IT Community Summit 3 April 2008 Technology Strategy Board V
What is technology?. Technology is not… Only things that move Only computers Only things that use electricity.
Using Qualitative Methods to Identify System Dynamics and Inform System Evaluation Design Margaret Hargreaves Mathematica Policy Research American Evaluation.
Hypernetworks for systems of systems of systems Jeffrey Johnson, The Open University, UK Hypernetworks, network dynamics, influence of network: current.
National Taiwan Normal A System to Detect Complex Motion of Nearby Vehicles on Freeways C. Y. Fang Department of Information.
Traffic Simulation L2 – Introduction to simulation Ing. Ondřej Přibyl, Ph.D.
Driver Responsibility
Lecture 1: Introduction CS 765: Complex Networks
Smart Car through IoT 라이 아샤리 리날디
Student Capital: the role of students in city transformation
Advantages of ABS An advantage of using computer simulation is that it is necessary to think through one’s basic assumptions very clearly in order to create.
Shape, space and measure prompts
Stative vs Dynamic verbs
Prepositions of Location
VOCABULARY PRESENTATION
U.S. Higher Education Partnerships
Stative vs Dynamic verbs
Presentation transcript:

Agent Dynamics in Complex Multilevel Systems of Systems of Systems Jeffrey Johnson The Open University - UK AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Complex systems – dynamics emerge from the interaction of the parts e.g. a conversation is emerges from interaction e.g. did you see the football ?

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts e.g. a conversation is emerges from interaction e.g. did you see the football ? no

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts e.g. a conversation is emerges from interaction e.g. do you like Paris ?

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts e.g. a conversation is emerges from interaction e.g. do you like Paris ? yes, a lot

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts e.g. a conversation is emerges from interaction e.g. I love the food … and the wine

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts e.g. a conversation is emerges from interaction I love the food … and the wine

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts e.g. a conversation is emerges from interaction Generally the interaction is computationally irreducible I love the food … and the wine … unpredictable

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts e.g. a conversation is emerges from interaction Generally the interaction is computationally irreducible I love the food … and the wine

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts e.g. a conversation is emerges from interaction Generally the interaction is computationally irreducible I love the food … and the wine … unpredictable – cannot make point predictions

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts More generally the behaviour of people depends on interaction with many other people.

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts More generally the behaviour of people depends on interaction with many other people. in networks

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts More generally the behaviour of people depends on interaction with many other people. in networks

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts More generally the behaviour of people depends on interaction with many other people. in networks

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts nodes in networks can be anything

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts nodes in networks can be anything e.g. countries Taiwan France USA Japan Iceland Ghana Mexico Peru Australia

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts What is there between the micro and the macro level ? Taiwan

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts What is there between the micro and the macro level ? Taiwan System Sub-System

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts What is there between the micro and the macro level ? Taiwan System Sub-System

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts What is there between the micro and the macro level ? Taiwan System Sub-System

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts Taiwan is a system of systems of systems Taiwan System Sub-Systems System of

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems – dynamics emerge from the interaction of the parts Taiwan is a system of systems of systems Taiwan System Sub-Systems System of

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems How can we: - represent multilevel systems of system of systems ? - model their dynamics at any level ? - integrate their bottom-up and top down dynamics ?

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Complex systems How can we: - represent multilevel systems of system of systems ? - model their dynamics at any level ? - integrate their bottom-up and top down dynamics ? What role do agents play in all this ?

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Relations give us networks of agents

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Relations give us networks Micro-level connectivity structure matters

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, binary relations  one 3-ary relation Binary relations are not rich enough

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Relational Structure Binary relation 3-ary relation 4-ary relation

AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Multilevel Systems & Hypernetworks for the dynamics of complex multilevel systems

Polyhedral Connectivity in Hypernetworks 0- near polyhedra The intersection of two simplices is called their shared face. They are q-near if their shared face has dimension  q AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

1- near polyhedra 0- near polyhedra The intersection of two simplices is called their shared face. They are q-near if their shared face has dimension  q AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Polyhedral Connectivity in Hypernetworks

0- near polyhedra The intersection of two simplices is called their shared face. They are q-near if their shared face has dimension  q 1- near polyhedra (and also 0-near) AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Polyhedral Connectivity in Hypernetworks

1- near polyhedra 2- near polyhedra 0- near polyhedra Polyhedral Connectivity in Hypernetworks

Polyhedra can be q-connected through shared faces AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Polyhedral Connectivity in Hypernetworks

Polyhedra can be q-connected through shared faces 1-connected components AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Polyhedral Connectivity in Hypernetworks

Polyhedra can be q-connected through shared faces 1-connected components Q-analysis: listing q-components AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Polyhedral Connectivity in Hypernetworks

Polyhedral Connectivity & q-transmission The Bull The Dog The Ship The Royal Oak AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Polyhedral Connectivity & q-transmission My dog’s got No nose How does he smell ? The Bull The Dog The Ship The Royal Oak AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Polyhedral Connectivity & q-transmission Terrible ! How does he smell ? The Bull The Dog The Ship The Royal Oak AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Polyhedral Connectivity & q-transmission Terrible ! How does he smell ? The Bull The Dog The Ship The Royal Oak AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Polyhedral Connectivity & q-transmission My dog’s got No nose How does he smell ? The Bull The Dog The Ship The Royal Oak AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Polyhedral Connectivity & q-transmission My dog’s got No nose How does he smell ? The Bull The Dog The Ship The Royal Oak AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Polyhedral Connectivity & q-transmission My dog’s got No nose How does he smell ? The Bull The Dog The Ship The Royal Oak AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Polyhedral Connectivity & q-transmission Terrible! How does he smell ? The joke is q-transmitted through the backcloth The Bull The Dog The Ship The Royal Oak Hypernetworks for the dynamics of complex multilevel systems ISCTE Lisbon 12-Jan-2008

Polyhedral Structure provides a new way of representing & multilevel systems … AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

e.g. take a set of 3 blocks Formation of simplices  hierarchical structure {} AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

{} R R Formation of simplices  hierarchical structure e.g. take a set of 3 blocks assembled by a 3-ary relation AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

{} R Formation of simplices  hierarchical structure e.g. take a set of 3 blocks assembled by a 3-ary relation R The structure has an emergent property AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

{} R Formation of simplices  hierarchical structure Level N+1 Level N n-ary relation assembles elements into named structures at a higher level AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

{} R Formation of simplices  hierarchical structure Arch n-ary relation assembles elements into named structures at a higher level R AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: gin, tonic, ice, lemon gin ice tonic lemon AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: gin, tonic, ice, lemon Gin & Tonic is a Gestalt ! gin ice tonic lemon AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: Road Accidents upset rain speed tired AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: Road Accidents upset rain speed tired AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 The accident is a whole the individual parts may not cause an accident

Example: Road Accidents upset rain speed tired can weight importance of the vertices 0.6 contribution AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: Road Accidents upset rain speed tired can weight importance of the vertices 0.6 contribution 0.8 contribution AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: Road Accidents rain speed tired can weight importance of the vertices 0.6 contribution 0.8 contribution 0.3 contribution AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 upset

Example: Road Accidents upset rain speed tired can weight importance of the vertices 0.6 contribution 0.8 contribution 0.9 contribution 0.3 contribution AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: Road Accidents upset rain speed tired can weight importance of the vertices 0.6 contribution 0.8 contribution 0.9 contribution 0.3 contribution AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Fuzzy 0.6 contribution

Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

‘scoring a goal’ Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

‘the old 1-2 move’ ‘scoring a goal’ Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

‘The old 1-2’ as a trajectory in multidimensional space Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

‘The old 1-2’ as a trajectory in multidimensional space Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

‘The old 1-2’ as a trajectory in multidimensional space Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

‘The old 1-2’ as a trajectory in multidimensional space Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

‘The old 1-2’ as a polyhedral trajectory in multidimensional space Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

formation of a polyhedron is a structural event Passing ball event Goal scoring event Example: robot soccer AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Multilevel Structure and Set Definition AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Multilevel Structure and Set Definition Complex systems generally have many ‘levels’ cells → organs → animals chips → boards → computers people → departments → institutions nurses → … hospitals … → health trusts AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Multilevel Structure in Human Systems Clipboard challenge you are studying a hospital, how many things can you see ? € 1.00 for each ! e.g. bandages, desks, nurses, uniforms, aspirin, light-switches, door knobs, beds, pencils, pills, doctors, trolleys, windows, doors, wards, flowers, canteens, children, teddy bears, waste bins, curtains, computers, car parks, cups, … AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Multilevel Structure in Human Systems Clipboard challenge bandages, desks, nurses, uniforms, aspirin, light-switches, door knobs, beds, pencils, pills, doctors, trolleys, windows, doors, wards, flowers, canteens, children, teddy bears, waste bins, curtains, computers, car parks, cups, … This is a multilevel mess ! AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Multilevel Structure in Human Systems Sorting out the hierarchical mess … AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Multilevel Structure in Human Systems Lifting coherent vocabulary from the soup AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Multilevel Structure in Human Systems Lifting coherent vocabulary from the soup AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Multilevel Structure in Human Systems Lifting coherent vocabulary from the soup AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

AND and OR aggregations in multilevel systems AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Representing Complex Systems & Dynamics Backcloth, Traffic & Type-1 Dynamics Traffic on the multi-dimensional backcloth AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Representing Complex Systems & Dynamics Backcloth, Traffic & Type-1 Dynamics Traffic on the multi-level backcloth AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Representing Complex Systems & Dynamics Backcloth, Traffic & Type-1 Dynamics Traffic on the multi-level backcloth - coherence Cannot look at just one level Traffic must aggregate coherently over the structure AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Unpacking High-level Structure in Human Systems AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

System time and System Events System dynamics as traffic on a fixed multilevel backcloth AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Representing Complex Systems & Dynamics Backcloth, Traffic & Type-1 Dynamics Towards representing systems of systems of … Cannot look at just one level Traffic must aggregate coherently over the structure AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Agents, Climate Change & Systems of Systems of Systems AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Agents, Climate Change & Systems of Systems of Systems AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009 Government Policy ? Agents

Conclusions - complex systems - systems of systems of systems AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Conclusions - complex systems - systems of systems of systems - need new multilevel mathematics to integrate hypernetworks are necessary if not sufficient AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Conclusions - complex systems - systems of systems of systems - need new multilevel mathematics to integrate hypernetworks are necessary if not sufficient - hypernetworks give a theory of aggregation - mappings aggregate over hypernetworks AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Conclusions - complex systems - systems of systems of systems - need new multilevel mathematics to integrate hypernetworks are necessary if not sufficient - hypernetworks give a theory of aggregation - mappings aggregate over hypernetworks - governments think at the macrolevel (it’s easier!) AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Conclusions - complex systems - systems of systems of systems - need new multilevel mathematics to integrate hypernetworks are necessary if not sufficient - hypernetworks give a theory of aggregation - mappings aggregate over hypernetworks - governments think at the macrolevel (it’s easier!) - agents are needed at the microlevel AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009

Conclusions - complex systems - systems of systems of systems - need new multilevel mathematics to integrate hypernetworks are necessary if not sufficient - hypernetworks give a theory of aggregation - mappings aggregate over hypernetworks - governments think at the macrolevel (it’s easier!) - agents are needed at the microlevel - new opportunities for agent based modelling ! AESCS'09 Pacific-Asian Association for Agent-based Approach in Social Systems Sciences November 13-14, 2009