Computer Science; Computer Engineering; Software Engineering
Computer modeling is the process of designing a representation of a particular system of interacting or interdependent parts in order to study its behavior. Models that have been implemented and executed as computer programs are called computer simulations.
A computer model is a programmed representation of a system that is meant to mimic the behavior of the system. A wide range of disciplines, including meteorology, physics, astronomy, biology, and economics, use computer models to analyze different types of systems. When the program representing the system is executed by a computer, it is called a simulation.
One of the first large-scale computer models was developed during the Manhattan Project by scientists designing and building the first atomic bomb. Early computer models produced output in the form of tables or matrices that were difficult to analyze. It was later discovered that humans can see data trends more easily if the data is presented visually. For example, humans find it easier to analyze the output of a storm-system simulation if it is presented as graphic symbols on a map rather than as a table of meteorological data. Thus, simulations that produced graphic outputs were developed.
Computer models are used when a system is too complex or hard to study using a physical model. For example, it would be difficult if not impossible to create a physical model representing the gravitational effects of planets and moons on each other and on other objects in space.
There are several different types of models. Static models simulate a system at rest, such as a building design. Dynamic models simulate a system that changes over time. A dynamic model could be used to simulate the effects of changing ocean temperatures on the speed of ocean currents throughout the year. A continuous model simulates a system that changes constantly, while a discrete model simulates a system that changes only at specific times. Some models contain both discrete and continuous elements. A farming model might simulate the effects of both weather patterns, which constantly change, and pesticide spraying, which occurs at specified times.
To create a computer model, one must first determine the boundaries of the system being modeled and what aspect of the system is being studied. For example, if the model is of the solar system, it might be used to study the potential effect on the orbits of the existing planets if another planet were to enter the solar system.
The model must also have a data source from which it will draw the input data. This data may be directly entered into the program or imported from an external source, such as a file, database, or spreadsheet.
Computer models have provided great benefits to society. They help scientists explore the universe, understand the earth, cure diseases, and discover and test new theories. They help engineers design buildings, transportation systems, power systems, and other items that affect everyday life. With the development of more powerful computer systems, computer models will remain an important mechanism for understanding the world and improving the human condition.
—Maura Valentino, MSLIS
Agrawal, Manindra, S. Barry Cooper, and Angsheng Li, eds. Theory and Applications of Models of Computation: 9th Annual Conference, TAMC 2012, Beijing, China, May 16–21, 2012. Berlin: Springer, 2012. Print.
Edwards, Paul N. A Vast Machine: Computer Models, Climate Data, and the Politics of Global Warming. Cambridge: MIT P, 2010. Print.
Kojić, Miloš, et al. Computer Modeling in Bioengineering: Theoretical Background, Examples and Software. Hoboken: Wiley, 2008. Print.
Law, Averill M. Simulation Modeling and Analysis. 5th ed. New York: McGraw, 2015. Print.
Morrison, Foster. The Art of Modeling Dynamic Systems: Forecasting for Chaos, Randomness, and Determinism. 1991. Mineola: Dover, 2008. Print.
Seidl, Martina, et al. UML@Classroom: An Introduction to Object-Oriented Modeling. Cham: Springer, 2015. Print.