Giter Site home page Giter Site logo

samirsaci / queing-theory Goto Github PK

View Code? Open in Web Editor NEW
7.0 1.0 0.0 150 KB

Supply Chain Process Design using the Queueing Theory

Home Page: https://towardsdatascience.com/supply-chain-process-design-using-the-queueing-theory-2ad75e58d1f3

Jupyter Notebook 100.00%
supply-chain supply-chain-management process-design warehousing warehouse-optimization continuous-improvement python queuing-theory logistics

queing-theory's Introduction

Supply Chain Process Design using the Queueing Theory πŸ§‘β€πŸ€β€πŸ§‘

Apply several principles of the Queueing Theory with Python to design a parcel packing process for an e-commerce fulfilment centre

Supply Chain can be defined as a network of processes and stock locations built to deliver services and goods to customers.

This network usually supports the business strategy of your company; its objectives can be diverse such as delivering the best quality products, the lowest cost or the most customized service or product in the market.

As a Supply Chain Engineer, your objective is to design the most efficient processes to ensure a good service level for your customers and profitability.

Youtube Video

Find in the link below a short animated explained video to understand the concept behind this solution

Explainer Video Link

Article

In this Article, we will apply principles from the Queueing Theory with Python to design a process for parcel packing in an E-Commerce Fulfilment Centre.

Scenario

You are the Outbound Manager of a multinational clothing retail company known for its fast-fashion clothing for men, women, teenagers, and children. A major problem you’re facing is outbound productivity; after picking up your orders, they are waiting too long to be shipped. Based on on-site observations and In the productivity analysis, you understood that the packing process was the bottleneck.

1. Warehouse Pickers bring the parcels on a trolley and put them on the conveyor

2. Packing Operator Take the parcels from the conveyor and performs quantity check and packing (put filling material, close the box)

Objective

You got the approval from your management for investing in a second packing station, and you’re wondering how you should design the layout.

Solution 1: keep a single line with two parallel stations

Solution 2: add a second line with a dedicated station

What is the most efficient (Packing Productivity) solution?

Code

This repository code you will find all the code used to explain the concepts presented in the article.

About me πŸ€“

Senior Supply Chain Engineer with an international experience working on Logistics and Transportation operations.
Have a look at my portfolio: Data Science for Supply Chain Portfolio
Data Science for WarehousingπŸ“¦, Transportation 🚚 and Demand Forecasting πŸ“ˆ

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    πŸ–– 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. πŸ“ŠπŸ“ˆπŸŽ‰

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 ❀️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.