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smarter_grid's Introduction

smarter_grid

Description of the case

The goal of this case is to connect houses to batteries. There are 3 departments, each one contains 5 batteries and 150 houses. Every house has a unique output and every battery has a fixed capacity. The goal is to connect the houses to the batteries with cables, without exceding the capacity of the battery. Connecting cables is expensive. Therefore, connecting all the houses with a minimum number of cables is desired. Later on, batteries can be placed at different positions and different kind of batteries can be used. For more information about the Smart grid case, click on the link below: http://heuristieken.nl/wiki/index.php?title=SmartGrid

Installation

Requirements

  • Python 3.6.3
  • pip 9.0.1

Python packages

run: pip install -r requirements.txt

Layout

smarter_grid

the whole project can be found in the map smarter_grid, the map contains a couple of other maps and files

data

all data that is needed to run the code can be found in the map data

grids

the grids map contains the visualizations of the network cables

sim_plots

the visualizations of the score functions can be found in the map sim_plots

src

the actual code, including main.py can be found in the src map. This map contains two other maps, one for the algorithms and one for the visualizations.

Usage

Hill Climber

run: python main.py hill 1/2/3 [iterations]

Example

python main.py hill 3 55000

Simulated Annealing

run: python main.py sim 1/2/3 [cooling scheme] [iterations] [extra]

Example

python main.py sim 2 ln 55000

Cooling schemes:

  • exponential: interest (extra: interest rate; needs interest rate to work)
  • log: ln
  • damped oscillator: damp
  • linear: lin

Authors:

Sebastiaan Arendsen Jelle den Haan Casper van Velzen

smarter_grid's People

Contributors

sebasaren avatar tplxxa avatar jelledh97 avatar

Watchers

James Cloos avatar  avatar

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