An implementation of the paper Consumer Appliance-level Load Shedding Optimization for Real-time Application (by Marven E. Jabian, Ryohei Funaki, and Junichi Murata) which is yet to appear in a peer-reviewed journal.
This is part of the curricular requirements of the graduate course EE 257 Optimization in Power Systems offered by Mindanao State University - Iligan Institute of Technology and handled by Engr. Abdul Aziz G. Mabaning.
The primary documentation for this project is the paper entitled
A Consumer Appliance-Level Framework for Optimized Load Shedding.
Everything related to the paper is in Paper/.
Some of the key files:
paper_ieee_journ.texcontains the LaTeX code. As of now, the paper is only available in the IEEE journal article format.paper_ieee_journ.pdfis the compiled PDF file of the paper.references.bibcontains the bibliographic information.figures.pptxis basically a naive "figure manager" where most of the figures in the paper are created and prepared.
Note: As this project is currently an on-going effort, the paper is not yet final and will continually be updated throughout the duration of the course.
Data files and regarding the datasets are in Dataset/.
Aside from the paper, documentation pertaining to the datasets are also avaialable in the following files:
Preparation.ipynbcontains codes used in building the datasets.Quantitative Summaries.ipynbcontains codes used in performing quantitative analysis on the datasets.Benchmarks.ipynbcontains codes used in benchmark tests on the datasets.
Experiment files and codes are in Experiments/.
Miscellaneous/ contains some supporting files
that are not directly used in the paper, in the datasets, or in the experiments.
Much of the work is performed in a conda environment with the following key packages:
- Python 3.8.0
- Matplotlib 3.3.2
- NumPy 1.19.2
- pandas 1.1.2
To replicate the environment, use calols.yml;
e.g., via
(base) PS C:\WINDOWS\system32> conda env create --file calols.ymlWe use MathType to typeset equations
and mathematical symbols in figures.pptx.
Preferences (e.g., fonts) are stored in
Default MathType Preferences.eqp,
which can then be loaded in MathType.
This project is under active development.
- Datasets
- Updated paper draft
- added quantitative summaries of the datasets
- Others
- tidied up
Paper/directory- figures used in the paper are in
Paper/figures/ - files related to the paper in IEEE journal article format are in
Paper/ieee_journ/
- figures used in the paper are in
- tidied up
- Public release
- Datasets release
- Paper (draft)