Neural Network Design to Determine Variables Affecting Poultry Growth

Diany Hincapie, Santiago Triana, Hernando González, Hernan González, Carlos Arizmendi, Alhim Vera, Cesar Valencia

Research output: Book / Book Chapter / ReportChapterpeer-review

Abstract

This paper presents the prediction of poultry growth in relation to the environmental variables that most influence this process using LSTM networks. This required the installation of sensors in a warehouse of the company Nutravi located in Meta, to obtain real-time data on temperature, humidity, wind speed and weight of the chickens, where these measurements are reflected in ThingSpeak being a program focused on IoT. Subsequently, the data are used for the application of recurrent neural networks performing the prediction of the growth of the animals taking as inputs the environmental variables. With this, the definition of the network model and the parameters to be configured to ensure good learning, which is reflected in a web page designed in Python, being able to visualize the ideal weight of the bird and the weight generated by the prediction to validate that it is in the appropriate ranges of growth.

Original languageEnglish
Title of host publicationInformation and Communication Technology for Competitive Strategies, ICTCS 2022 - Intelligent Strategies for ICT
EditorsM. Shamim Kaiser, Juanying Xie, Vijay Singh Rathore
PublisherSpringer Science and Business Media Deutschland GmbH
Pages673-681
Number of pages9
ISBN (Electronic)2367-3389
ISBN (Print)978-981-19-9304-6
DOIs
StatePublished - 1 Jan 2023
Event7th International Conference on Information and Communication Technology for Competitive Strategies, ICTCS 2022 - Chandigarh, India
Duration: 9 Dec 202210 Dec 2022

Publication series

NameLecture Notes in Networks and Systems
Volume615 LNNS
ISSN (Print)2367-3370
ISSN (Electronic)2367-3389

Conference

Conference7th International Conference on Information and Communication Technology for Competitive Strategies, ICTCS 2022
Country/TerritoryIndia
CityChandigarh
Period9/12/2210/12/22

Keywords

  • IoT system
  • LSTM net
  • Poultry growth
  • ThingSpeak

Research Areas UNAB

  • Automatización y Control

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