Giter VIP home page Giter VIP logo

blockchainpg's Introduction

Group project of the TU Dortmund

Using the blockchain for distributed optimization

Many real world challenges can be mathematically formulated as general optimization problems. Optimizing the profits in a chemical parks, where interconnected plants are operated by different companies, is an example, with u_i being the variables of the interconnecting streams. Due to, e.g., privacy issues, where the companies want to limit the flow of information, only a distributed optimization is possible. Problems of such structure can be solved using distributed optimization techniques such as Lagrangian decomposition, where the joint problem is solved by iterating between local optimization and a coordinated update of the exchange variables. This procedure is well known and depicted in the figure exemplarily with local model predictive controllers. The idea in this project is to not have a single coordinator but to do this update of the exchange variables distributedly in all systems on the blockchain using smart contracts (= code that runs on the blockchain). Thus, the necessity of a trusted coordinator is removed while the remaining properties of the hierarchical scheme are still valid.

OBJECTIVE:

The objective of the project group is to use the given case study (including a Lagrangian based distributed optimization scheme) and existing blockchain technology to implement the coordinator of the optimization scheme as a smart contract.

TASKS:

The task of this project group can be divided into the following tasks:

  • Getting familiar with the blockchain technology.
  • Evaluating suitable blockchain frameworks.
  • Programming of the smart contracts.
  • Executing the smart contracts on a test net.
  • Running the smart contracts on different nodes that simulate the different agents.
  • Tuining of blockchain properties.

blockchainpg's People

Contributors

pdfork avatar pdgithub avatar renerrr avatar

Watchers

 avatar  avatar

Forkers

debashisdeb

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.