Generating forecasted emissions value modifications and monitoring for physical emissions sources utilizing machine-learning models

A system comprising:

• one or more memory devices;
• and
• one or more processors configured to cause the system to:
• determine a plurality of physical emissions sources corresponding to an entity and a plurality of emissions values for the plurality of physical emissions sources;
• generate a plurality of graphical user interface elements corresponding to the plurality of physical emissions sources corresponding to the entity, the plurality of graphical user interface elements comprising interactive indications of unit constraints including one or more minimum constraints or one or more maximum constraints on numbers of physical objects of the plurality of physical emissions sources;
• provide, for display within one or more graphical user interfaces of a client device, the plurality of graphical user interface elements comprising the interactive indications of the unit constraints;
• determine, utilizing a plurality of forecasting machine-learning models and in response to interactions with the interactive indications of the unit constraints to indicate the one or more minimum constraints or the one or more maximum constraints via the one or more graphical user interfaces, a plurality of forecasted emissions value modifications for a plurality of physical emissions sources based on a plurality of forecasted source attributes of the plurality of physical emissions sources for a future time period and a plurality of constraints comprising a minimum constraint or a maximum constraint on a number of physical objects that produce physical emissions corresponding to a particular physical emissions source of the plurality of physical emissions sources;
• generate an action recommendation for modifying a physical emissions source of the plurality of physical emissions sources based on the plurality of forecasted emissions value modifications for the plurality of physical emissions sources;
• and
• cause, according to the action recommendation, a source modification device to modify a control setting that limits usage one or more physical objects of the physical emissions source of the plurality of physical emissions sources.

A computer-implemented method comprising:

• instructing a computing system to generate an action recommendation for modifying a plurality of physical emissions sources, wherein the computing system generates the action recommendation by:
• determining a plurality of physical emissions sources corresponding to an entity and a plurality of emissions values for the plurality of physical emissions sources;
• generating a plurality of graphical user interface elements corresponding to the plurality of physical emissions sources corresponding to the entity, the plurality of graphical user interface elements comprising interactive indications of unit constraints including one or more minimum constraints or one or more maximum constraints on numbers of physical objects of the plurality of physical emissions sources;
• providing, for display within one or more graphical user interfaces of a client device, the plurality of graphical user interface elements comprising the interactive indications of the unit constraints;
• determining, utilizing a plurality of forecasting machine-learning models and in response to interactions with the interactive indications of the unit constraints to indicate the one or more minimum constraints or the one or more maximum constraints via the one or more graphical user interfaces, a plurality of forecasted emissions value modifications for the plurality of physical emissions sources based on a plurality of forecasted source attributes of the plurality of physical emissions sources for a future time period and a plurality of constraints comprising a minimum constraint or a maximum constraint on a number of physical objects that produce physical emissions corresponding to a particular physical emissions source of the plurality of physical emissions sources;
• generating the action recommendation for modifying a physical emissions source of the plurality of physical emissions sources based on the plurality of forecasted emissions value modifications for the plurality of physical emissions sources;
• and
• modifying, according to the action recommendation, a control setting that limits usage of one or more physical objects of the physical emissions source of the plurality of physical emissions sources.