Added extra search functionality for batteries and cas. #10#14
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Bendemeurichy wants to merge 8 commits intofacebookresearch:mainfrom
Open
Added extra search functionality for batteries and cas. #10#14Bendemeurichy wants to merge 8 commits intofacebookresearch:mainfrom
Bendemeurichy wants to merge 8 commits intofacebookresearch:mainfrom
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last commit necessary for compatibility with original notebook |
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Description
#10 I have implemented a binary and hybrid search for both the battery usage and carbon aware scheduling.
The hybrid search method tries exponential search to quickly define boundaries and executes a binary search after.
I needed to restructure the codebase to properly take this on and created modules for this.
There are a couple notebooks that compare the different methods in result and in execution time.
Results
Batteries
The two extra methods find better capacities for the second battery model. The methods didn't do well for areas with little renewable energy though.
There is not much improvement in execution time because the sequential method adaptively changes the capacity without needing to simulate the batteries like the binary and hybrid have to.
Carbon Aware Scheduling
Grid Mix
The carbon reduction achieved by the binary method is quite a bit better than that of the sequential method, this is because it uses a little different approach than the other two.
The two extra methods have a lot more success here in execution time.
24/7 Green Energy
The 2 extra searches don't really get to 100% coverage but do get really close and are a lot better in execution time than the original sequential search.
