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Unit of study_

Computational Modelling (Advanced) - COSC2902

This unit will introduce a wide range of modelling and simulation techniques for tackling real-world problems using a computer. Data is often expensive to obtain, so by harnessing the enormous computational processing power now available to us we can answer what if questions based on data we already have. You will learn how to break a problem down into its key components, identifying necessary assumptions for the purposes of simulation. You will learn how to develop suitable metrics within computational models, to allow comparison of simulation data with real-world data. You will learn how to iteratively improve simulations as you validate them against real results, and you will gain experience in identifying the types of exploratory questions that computational modelling opens up. Programming will be in python. You will learn how to generate probabilistic data, solve systems of differential equations numerically, and tackle complex adaptive systems using agent-based models. Dynamical systems ranging from traffic flow to social segregation will be considered. By doing this unit you will develop the skills to go behind your data, understand why the data you observe might be as it is, and test scenarios which might otherwise be inaccessible. This is an advanced unit. It runs jointly with the associated mainstream unit, however the lab work and assessment requires a greater level of academic rigour. You will be required to engage in more challenging real-world computational modelling problems than the mainstream unit, and explore more deeply the reasons behind simulation results.

Classes
Lectures 2x1 hr/wk; Labs 1x1 hr/wk + 1x2 hr/wk

Assessment
In-lab checkpoints [10%] Assignment [10%] Class test 1 [20%] Class test 2 [20%] Final exam [40%]

Assumed knowledge
HSC Mathematics; DATA1002, or equivalent programming experience, ideally in Python.

Pre-requisites

48 credit points of 1000 level units with an average of 65

Prohibitions

COSC1003 or COSC1903 or COSC2002

Details

Faculty: Science

Semester 1

25 Feb 2019

Department/School: Physics Academic Operations
Study Mode: Normal (lecture/lab/tutorial) day
Census Date: 31 Mar 2019
Unit of study level: Intermediate
Credit points: 6.0
EFTSL: 0.125
Available for study abroad and exchange: Yes
Faculty/department permission required? Yes
Location
Camperdown
More details
Unit of Study coordinator: Dr Tristram Alexander
HECS Band: 2
Courses that offer this unit

Non-award/non-degree study If you wish to undertake one or more units of study (subjects) for your own interest but not towards a degree, you may enrol in single units as a non-award student. Cross-institutional study If you are from another Australian tertiary institution you may be permitted to undertake cross-institutional study in one or more units of study at the University of Sydney.

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