CBP 2006MSc. Computing1 Modelling and Simulation.

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Presentation transcript:

CBP 2006MSc. Computing1 Modelling and Simulation

CBP 2006MSc. Computing2 Quotes from P.J.Denning The Pragmatics of Modelling and Simulation

CBP 2006MSc. Computing3 A new bond is forming between the physical sciences and computer science. Leaders of physics, chemistry, biology, geology, seismology, astronomy, oceanography, and meteorology have brought to prominence certain very hard, “grand challenge” problems that demand massive high-speed computations, performed on new generations of massively parallel computers with new kinds of algorithms. These problems include crystalline structure, quantum electrodynamics, calculation of chemical properties of materials from the Schroedinger equation, simulation of aircraft in flight, exploration of space, global climate modelling, oil exploration, models of the universe (cosmology), long range weather forecasting, earthquake prediction, turbulent fluid flow, and human genome sequencing. Many leaders of science now say that computation has emerged as a third paradigm of science, joining theory and experimentation. For these reasons, some observers identify computing with computational science.

CBP 2006MSc. Computing4 Library science is concerned with archiving texts and organizing storage and retrieval systems to give efficient access to texts. As digital library systems are built and attached to the Internet, libraries will change from storage places for books to electronic data centers, and will grant access well beyond their local communities. Libraries have a special concern with the problem of migrating data from older storage media onto newer ones. Management science is concerned with using computer models for planning and forecasting economic conditions for business. It is also concerned with storing business records in databases and generating reports on the state of the business and on customer preferences from these records. Economics is concerned with using computer models to forecast economic conditions and to evaluate the possible effects of macro-economic policies. Medicine and Biology have used computer models and algorithms in ingenious ways to diagnose and treat diseases. Modern imaging methods such as Magnetic Resonance Scans, Coronary Scans, and Tomography have drawn heavily on computer science. Medical researchers use computer models to assist them in tracking mutations of viruses and in narrowing the scope of experiments to the cases most likely to resolve the research question. The Human Genome project has used large distributed databases and new kinds of string- matching algorithms to aggregate the tens of thousands of DNA sequencing experiments. ·

CBP 2006MSc. Computing5 Forensics uses computer models and large databases to identify evidence and discover whether other forensic data matches current evidence. Psychology, Cognitive, and Behavioral sciences are concerned with understanding human thought and emotions. They use computer models to gain insight into the operation of human brains and nervous systems and to design effective interventions into human problems. Linguistics is concerned with using computers to recognize speech, translate between languages, and to understand the role of language in human affairs. Philosophy is concerned with the way people acquire knowledge, create social realities, and act morally and ethically. Philosophers have contributed much to the debates on whether machines can think or whether formal models are sufficient for dependable software systems. The sub-discipline of speech act theory has contributed much to our understanding of how people carry out work in organizations and has helped give birth to the workflow industry. Recently, the technologies of “virtual realities” have rekindled debates on the nature of reality and the worlds in which people live. Humanities have begun to use computer extensively to correlate and search through historical artifacts that can be represented digitally. One of the more colorful examples is the use of computers to determine authorship of historical texts, such as Shakespeare's plays.

CBP 2006MSc. Computing6 Personal Thoughts The Metaphysics of Modelling and Simulation The Existence of Space and Time

CBP 2006MSc. Computing7 1. We perceive objects 2. Implies existence of “background” 3. Or of other objects 4. Implies existence of space - allows perception of different objects 7. Interactions imply change which implies time x y 5. Different objects implies state which differentiates objects S1S2 6. Different objects implies interactions between objects

CBP 2006MSc. Computing8 We conclude from phenomenology : The existence of space The existence of state The existence of time This informs our building of models and simulations

CBP 2006MSc. Computing9 SpaceStateTime Cellular Automatadiscrete 2 discrete N discrete Ordinary Differential Equationsdiscrete 2 continuous N continuous Partial Differential Equationscontinuous 2 continuous N continuous Coupled Map Latticesdiscrete 2 continuous N discrete