Chart-based time series regression model user interface

A system for generating a model, comprising:

• one or more non-transitory computer storage mediums configured to store computer-executable instructions;
• and
• one or more computer hardware processors, in communication with the one or more non-transitory computer storage mediums, and configured to execute the computer-executable instructions to:
• cause presentation of a user interface configured to receive a user input selecting a first model for modeling a system or process;
• cause presentation of a user interface configured to receive user input selecting one or more features as an input to the first model;
• generate and display, in the user interface, a model input chart for each selected feature depicting one or more plots of the associated feature;
• cause presentation of a user interface configured to receive user input selecting a plot from each of one or more of the model input charts to use as an input to the first model;
• cause presentation of a user interface configured to receive a user input selecting a target feature for the model to mimic, the target feature comprising time series data associated with a sensor of an apparatus;
• generate and display, in the user interface, a model output chart depicting a first plot of time series data of the sensor associated with the target feature;
• and
• generate and display, in the user interface and on the model output chart, a second plot depicting time series data representing an output of the selected model based on the plots selected from the model input charts.