The development and use of complex systems models can involve many common problems, problems that are solved again and again by different researchers with various backgrounds and experience. The application of the software engineering patterns paradigm to complex systems modeling will enable capture of the wisdom of the network modeling community in such a way that proven solutions to recurring challenges can be identified and tailored to the specific problem at hand. The use of networks for simulation and analysis are two areas of complex systems modeling that stand to benefit from the patterns approach. The use of networks to guide thinking, as analytic tools and as visualizations is ubiquitous in the field of complex systems. However, various methods of using networks (e.g. design, updating functions, visualization, analysis) are not always obvious to a newcomer and are often assumed as general knowledge in the literature. This paper is a first step towards a pattern language addressing these issues for the complex systems community.