A method of controlling a water heater is provided. The method comprises evaluating the fitness of solutions associated with a plurality of individuals in a population for a current operating environment of the water heater. Each of the plurality of individuals comprises a dominant genotype and a re
A method of controlling a water heater is provided. The method comprises evaluating the fitness of solutions associated with a plurality of individuals in a population for a current operating environment of the water heater. Each of the plurality of individuals comprises a dominant genotype and a recessive genotype. Each genotype represents a solution for controlling the water heater. A fitness function is applied to the dominant genotype of each individual. The fitness function is based on at least one of water flow demand data and energy price data. The method further comprises storing previously encountered genotypes in the recessive genotypes of the individuals. The method further comprises selecting a solution for controlling operation of the water heater based on the fitness evaluation.
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1. A method of controlling a water heater, comprising: evaluating the fitness of solutions associated with a plurality of individuals in a population for a current operating environment of the water heater, each of the plurality of individuals comprising a dominant genotype and a recessive genotype,
1. A method of controlling a water heater, comprising: evaluating the fitness of solutions associated with a plurality of individuals in a population for a current operating environment of the water heater, each of the plurality of individuals comprising a dominant genotype and a recessive genotype, wherein each of the genotypes represents a solution for controlling the water heater, wherein a fitness function is applied to the dominant genotype of each individual, wherein the fitness function is based on at least one of water flow demand data and energy price data;storing previously encountered genotypes in the recessive genotypes of the individuals; andselecting a solution for controlling operation of the water heater based on the fitness evaluation. 2. The method of claim 1, further comprising detecting a change in the operating environment of the water heater by comparing a best fitness of a current generation of the population with a best fitness of a previous generation of the population. 3. The method of claim 2, wherein detecting a change in the operating environment of the water heater comprises detecting a decrease in the best fitness of the population that exceeds a threshold. 4. The method of claim 2, further comprising: saving the dominant genotype of an individual having the best fitness of the current generation in a recessive genotype;determining a recessive genotype that is most fit to the changed operating environment of the water heater under the fitness function; andreplacing a dominant genotype with the recessive genotype that is determined to be most fit to the changed operating environment of the water heater. 5. The method of claim 1, further comprising recombining and mutating the dominant genotype of one or more selected individuals based on the fitness evaluation. 6. The method of claim 1, wherein evaluating the fitness of the plurality of individuals further comprises selecting the one or more selected individuals using a tournament selection based on results of the application of the fitness function to the dominant genotypes of the individuals. 7. The method of claim 1, wherein generating the population comprises populating the dominant genotype of each individual in the population with a randomly generated genotype. 8. A control system, comprising: an electronic processor configured toevaluate the fitness of solutions associated with a plurality of individuals in a population for a current operating environment of the water heater, each of the plurality of individuals comprising a dominant genotype and a recessive genotype, wherein each of the genotypes represents a solution for controlling the water heater, wherein a fitness function is applied to the dominant genotype of each individual, wherein the fitness function is based on at least one of water flow demand data and energy price data;control operation of the water heater based on a genotype selected based on the fitness evaluation; andstore previously selected genotypes in the recessive genotypes of the individuals. 9. The control system of claim 8, wherein the processor is configured to detect a change in the operating environment of the water heater by comparing a best fitness of a current generation of the population with a best fitness of a previous generation of the population. 10. The control system of claim 9, wherein the processor is configured to detect a change in the operating environment of the water heater by detecting a decrease in the best fitness of the population that exceeds a threshold. 11. The control system of claim 8, wherein the processor is configured to save the dominant genotype of an individual having the best fitness of the current generation in a recessive genotype, determine a recessive genotype that is most fit to the changed operating environment of the water heater under the fitness function, and replace a dominant genotype with the recessive genotype that is determined to be most fit to the changed operating environment of the water heater. 12. The control system of claim 8, wherein the processor is configured to recombine and mutate the dominant genotype of one or more selected individuals based on the fitness evaluation. 13. The control system of claim 8, wherein the processor is configured to select the one or more selected individuals using a tournament selection based on results of the application of the fitness function to the dominant genotypes of the individuals. 14. The control system of claim 8, wherein the processor is configured to populate the dominant genotype of each individual in the population with a randomly generated genotype. 15. A non-transitory computer-readable medium having instructions stored thereon, the instructions being executable by a processor to execute a method, the method comprising: generating a population comprising a plurality of individuals, each individual comprising a dominant genotype and a recessive genotype, wherein each of the genotypes represents a solution for controlling the water heater;evaluating the fitness of the solutions associated with the plurality of individuals for a current operating environment of the water heater by applying a fitness function to the dominant genotype of each individual, wherein the fitness function is based on at least one of water flow demand data and energy price data;storing previously encountered genotypes in the recessive genotypes of the individuals; andcontrolling operation of the water heater based on a dominant genotype selected based on the fitness evaluation. 16. The non-transitory computer-readable medium of claim 15, wherein the method further comprises detecting a change in the environment of the water heater by comparing a best fitness of a current generation of the population with a best fitness of a previous generation of the population. 17. The non-transitory computer-readable medium of claim 16, wherein detecting a change in the environment of the water heater comprises detecting a decrease in the best fitness of the population that exceeds a threshold. 18. The non-transitory computer-readable medium of claim 15, wherein the method further comprises: saving the dominant genotype of an individual having the best fitness of the current generation in a recessive genotype;determining a recessive genotype that is most fit to the changed environment of the water heater under the fitness function; andreplacing a dominant genotype with the recessive genotype that is determined to be most fit to the changed environment. 19. The non-transitory computer-readable medium of claim 15, further comprising mutating the dominant genotype of at least one of the one or more selected individuals based on the fitness evaluation. 20. The non-transitory computer-readable medium of claim 15, wherein evaluating the fitness of the plurality of individuals further comprises selecting the one or more selected individuals using a tournament selection based on results of the application of the fitness function to the dominant genotypes of the individuals.
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