Houses with < 10 appliances
Known appliance types
I think the first two problems have largely been solved by the release of many public data sets over the past few years. However, I think the last two problems are up to each individual researcher to ensure they're studying a realistic scenario. The field of energy disaggregation is growing at an incredible rate, and I think now is the time to tackle the complete problem rather than to only study its individual components.