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The TED system has claimed this capability for quite a while. It does not work. The concept is interesting, but signature identification is difficult. Consider two similar refrigerators, freezers, furnaces, etc. How do you differentiate one 100 W bulb from another? And so on.
See plot P27 at
http://www.beta-a2.com/EE-photos.html . Here only a few things are operating on and off thru the night. Can you identify one load vs another? Even though I have an idea of how to do some sorting I can not do it with certainty.
You really need transducers (current sensors) on each circuit you want to monitor.
Is a whole house monitor useful? Yes, but not for identifying individual loads. Could I identify a water heat vs some other heater (oven)? Possibly, but probability not with any high reliability.
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