Optimization of energy use through model-based simulations
A facility implementing systems and/or methods for achieving energy consumption/production and cost goals is described. The facility identifies various components of an energy system and assesses the environment in which those components operate. Based on the identified components and assessments, the facility generates a model to simulate different series/schedules of adjustments to the system and how those adjustments will effect energy consumption or production. Using the model, and based on identified patterns, preferences, and forecasted weather conditions, the facility can identify an optimal series or schedule of adjustments to achieve the user's goals and provide the schedule to the system for implementation. The model may be constructed using a time-series of energy consumption and thermostat states to estimate parameters and algorithms of the system. Using the model, the facility can simulate the behavior of the system and, by changing simulated inputs and measuring simulated output, optimize use of the system.
1. A system, having a processor, for controlling a heating, ventilation, and air condition (HVAC) system to meet energy consumption goals, the system comprising:
a component configured to perform a test on a set of appliances in the HVAC system, wherein performing the test comprises:
operating the set of appliances to heat an environment thermally coupled to the HVAC system;
controlling the set of appliances to idle and allow the environment to free float without input from the HVAC system; and
operating the set of appliances to cool the environment;
a component configured to control one or more sensors to monitor conditions of the set of appliances and the environment while the test is being performed;
a component configured to generate a simulation model of the set of appliances based on the monitored conditions, wherein the simulation model relates an amount of energy consumed by the set of appliances in the HVAC system while transitioning the environment between a plurality of states;
a component configured to generate a plurality of schedules of adjustments applicable to the set of appliances;
a component configured to, for each of the generated plurality of schedules of adjustments, simulate the effect of the schedules of adjustments on a measure of energy consumption based on the generated simulation model; and
a component configured to facilitate implementation of at least one of the schedules of adjustments by controlling operation of the set of appliances according to the schedule of adjustments.
2. The system of claim 1 , wherein:
the monitored conditions further include weather around the environment thermally coupled to the HVAC system;
the system further comprises a component configured to retrieve a weather forecast;
the simulation model is further based on the effect of the weather on the environment during the test; and
the simulated effects are further based on an input of the retrieved weather forecast into the simulation model.
3. The system of claim 1 , further comprising a component configured to retrieve user preferences, wherein the plurality of schedules are based at least partially on the retrieved user preferences to control a temperature in the environment based on the retrieved user preferences.
4. The system of claim 1 wherein generating the simulation model includes determining, based on the monitored conditions, an envelope resistance of the environment, a thermal capacitance of the environment, a thermal resistance of the environment, and a heating capacity of the environment.
5. The system of claim 1 , further comprising a component configured to obtain utilities information from an external source, wherein the utilities information includes current and/or expected energy cost information, and wherein the plurality of schedules are based at least partially on the current and/or expected energy cost information.
6. The system of claim 1 , further comprising a component configured to obtain expected costs for operating the set of appliances in the HVAC system according to each of the plurality of schedules.
7. The system of claim 6 , further comprising a component configured to select an optimal schedule from the plurality of schedules based at least partially on the simulated effects and the expected costs, wherein the component configured to facilitate implementation uses the optimal schedule.
8. The system of claim 7 , further comprising a component configured to obtain one or more user preferences for the environment, and wherein select the optimal schedule from the plurality of schedules is further based on the one or more user preferences.
9. The system of claim 1 , further comprising a component configured to obtain user preferences for each of a plurality of users identified in the environment, wherein the plurality of schedules is based at least partially on the obtained user preferences.
10. The system of claim 9 wherein the obtained user preferences are based at least in part on past user inputs adjusting operation of the HVAC system.
11. The system of claim 1 , further comprising a component configured to:
detect, using a presence sensor, one or more users in the environment; and
for each user detected in the environment:
receive a user identity associated with the user; and
obtain one or more user preferences based on the user identity,
wherein the plurality of schedules is based at least partially on the obtained user preferences for each of the detected users.