GIS Modeling GIS Topics and Applications 5 Ms of GIS • Mapping • Measurement • Monitoring • Modeling • Management Geoprocessing • When we perform geoprocessing tasks on our data, we are developing the components of a GIS model. • We perform geoprocessing every time we: – Use a tool interactively in ArcMap – Use tools from ArcToolbox – Execute commands using the command line – Connect tools in ModelBuilder – Use functions in a script (like Python) Static and Dynamic • Static modeling is the series of steps required to achieve some final result. – Available land for development of a nursery – Siting of cell towers • Dynamic modeling is performed in a similar fashion, but has additional parameters requiring several iterations of the model. – Disease outbreak modeling – Real-time traffic analysis – Spread of wildfires, heavy rain, etc. Why Model? • Developing a model for a GIS analysis allows for repeat testing of a hypothesis using different data. • The model can be coded into a GIS application, so that the steps are performed automatically. • Easier reproduction of results. • Simplification of workflow. • Informs the computer how to conduct a series of steps that would be impractical for you to do manually. Reproducibility • In performing an analysis, you must have your workflow clearly defined. • This ensures that you are performing the steps in the correct order using the appropriate tools. • Missteps are easy, especially when there can be hours of computer processing between steps. • The GIS model can be exported as a graphic flowchart or a modeling data structure. Workflow Efficiency • There are many repetitive steps you will take in your daily workflow. • Streamlining the process saves you time. • If you always start working in a File Geodatabase with specific resolution and projection information, a model for generating your specialized GDB can be created. Human Inefficiency • You physically cannot perform the steps as fast as GIS can produce the results. • Certain steps, such as iteration through a feature set would be prohibitively time consuming. – You must perform the same steps 21 times to clip data to each individual NJ county. – Rail use analysis: 200+ stations • Minimize the amount of time spent “babysitting” GIS to perform complex analyses. How do we model? • ArcGIS has a drag-and-drop interface to ArcToolbox called ModelBuilder allowing you to develop a flow chart of your GIS workflow. – This flowchart is then run step by step to perform your analysis. • ArcGIS allows for custom scripting that can be added to ArcToolbox, introducing greater functionality. – Custom export scripts, specialized versions of existing tools, develop tools not available in ArcToolbox. ModelBuilder Introduction to ModelBuilder • Over the past semester, we've performed several geoprocessing tasks • We have used geoprocessing tools in sequence to analyze GIS data • ArcGIS allows you to link tools together to create a workflow Homework Flashbacks • You have a set of points, that you want to clip to a county, then find the count of points that fall within each municipality • You have a statewide layer you want to clip to a specific feature, then dissolve • ModelBuilder will allow you to select features, perform tasks like clip, spatial join, merge, etc… Inside ArcToolbox Inside ArcToolbox • Models and Scripts are added to custom toolboxes you create in ArcToolbox. Toolbox Toolset Script Model Creating a New Toolbox • Creating your own Toolbox is not just for organizational purposes. It allows you to share your models with others. • If you will be sharing your model and using relative addresses, you need to plan the folder location of your New Toolbox carefully. – Default location for a New Toolbox created inside ArcToolbox is: C:\Documents and Settings\<user profile>\Application Data\ESRI\ArcToolbox\My Toolboxes. • Create a new Toolbox by right clicking in ArcCatalog and selecting New Toolbox. How ModelBuilder Works • Drag layers you want to participate into the model • Drag tools you want to use into the model • Output layers, tables, objects shown in green • Connect the features using arrows • Order matters to certain tools (Clip) Revisiting Assignment #3 • In this assignment, we selected the municipalities in Gloucester County • We then selected the KCS within the Gloucester County municipalities • Finally, we performed a spatial join on the two layers to find a count of KCS within each of the municipalities Getting Started • Let's make a new Toolbox to store our models • Make a new model inside the Toolbox • Edit the model Drag and Drop Interface Order Matters Order Matters 1 2 Order Matters 2 1 Final Model Multiple workflows in one Model non-floodprone layer Additional Functionality • The Model can be expanded further, with more data and tools • The Model can be exported into a scripting language, allowing for greater modeling capabilities. Additional Functionality • Python is the default (and recommended) scripting language for ModelBuilder • Cursor-based analysis: For each individual feature in a layer, perform some analysis – For each "vacant" polygon, is it surrounded by environmentally sensitive features? – Count each feature's vertices, rings • Internet access: automatically download data, then analyze Going Further • A ModelBuilder Overview Available on ESRI's support page • Getting Started Writing Geoprocessing Scripts Available on ESRI's support page • Dive Into Python http://www.diveintopython.org/ • Learning Python, 3rd Edition http://www.oreilly.com/catalog/9780596513986/
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