Coder Social home page Coder Social logo

hydrooperationsim's Introduction

Hydroelectric power plant in Imatrankoski

(Source: https://www.energiauutiset.fi/tuotanto/lisarahoitusta-oulujoelle.html)

This project is part of Model and system dynamics course at LUT univeristy in Finland

Case & Task description

Your task is to optimize yearly maintenance schedule of two hydroelectric power plants located subsequently in a same river. The overall objective is to maximize yearly revenue. Model (built in Matlab 2017b)

  • Run InitializeModel.m, which will create you 1000 random realizations of variables The maintenance schedule by default is planned as follows:
  • Plant 1: two weeks in the summer; can be started anywhere between Mar-Jun = day numbers 60x152 (block: "maint1")
  • Plant 2: two weeks in the fall; can be started anywhere between Aug-Nov = day numbers 213x305 ("maint2")
  • In both cases, the two week stoppage can be divided into two one week stoppages (if needed)

Function block diagram of the model "HydroPowerSheet.slx".

A function block diagram of the case is illustrated in Figure 2:

  • Plant 1 and 2 have distinct catchment areas for daily rainfall
  • The output water of Plant 1 is fed to the storage pond of Plant 2
  • The conversion of water output to MWh is more efficient in Plant 1 (efficiency ratio = 0.1) compared to Plant 2 (eff = 0.075)

Key uncertainties:

  • Amount of daily rainfall (drawn from a generalized Pareto distribution, "rain")
  • Price of electricity (geometric Brownian Motion, "price") Default plan The simulated cash flow outcome with default maintenance plan.
Mean
(50%) = 17.33
10% = 14.96
90% = 19.91
Tips & Tricks
  • To speed up random simulation in Matlab, close the Simulink-window (function block diagram). For some reason this increases the speed of simulation by tens of percent in any model.

Meanwhile learn about

  • Building System Dynamic models
  • Running Monte Carlo simulations
  • Implementing flexibilities (this lecture & assignment 4)
  • Data analysis and visualization
  • State-of-the-Art in economic modeling with System Dynamics
Results

Focus of this project was simulink model and analysis of its behaviour.

For test simulation runs adjust "rounds" variable in InitializeModel.m to lower values. 10

For simulation output, main.m runs sensitivity analysis on mean increase of price and volatillity of price parameters.

Report on results of this optimization and description of employed techniques can be found in "project_report.pdf"

hydrooperationsim's People

Contributors

imostocky avatar istoffa avatar

Stargazers

 avatar  avatar  avatar

Watchers

 avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.