This readme.txt file was generated on 2022/04/22 by José M. Cámara
GENERAL INFORMATION
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1. Title: Filtration Dataset

2. Authorship
Name: José M. Cámara.
Institution: Departamento de Ingeniería Electromecánica. Universidad de Burgos
Email: checam@ubu.es
ORCID: https://orcid.org/0000-0003-3743-2088

Name: Victorino Diez.
Institution: Departamento de Biotecnología y Ciencia de los Aimentos. Universidad de Burgos
Email: vdiezb@ubu.es
ORCID: https://orcid.org/0000-0003-1679-133X

Name: Cipriano Ramos.
Institution: Departamento de Biotecnología y Ciencia de los Aimentos. Universidad de Burgos
Email: ciprianorr@ubu.es
ORCID: https://orcid.org/0000-0001-9099-8633

DESCRIPTION
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1. Dataset language:
English

2. Abstract:
The dataset is made up of three different filtration experiences on wastewater producer on a single slaghterhouse.

3. Keywords:
AnMBR, filtration, neural networks, feed forward, LSTM, preprocessing, retraining, prediction

4. Date of data collection
2019

5. Date of dataset publication
------

6. Geographic location/s of data collection
Burgos (Spain)

ACCESS INFORMATION
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1. Dataset Creative Commons License:
CC BY-NC

2. Dataset DOI: 

3. Related publication:
The related article has been sent to: Engineering Applications of Artificial Intelligence

METHODOLOGICAL INFORMATION
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Data has been collected from the AnMBR reactor located at Campofrio slaughter house by means of a PLC connected to a PC computer.
Samples were taken every to seconds and processed locally to generate the datasets, one line per cycle.

FILE OVERVIEW
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1. File list:
Experience 1.csv
Experience 2.csv
Experience 3.csv

2. Brief description: each file represents a different experiment performed under different conditions. The number of cycles involved are also different:
Experience 1: 425 cycles
Experience 2: 880 cycles
Experience 3: 450 cycles 

TABULAR DATA-SPECIFIC INFORMATION
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Each file contains a header where the names of the parameters involved are displayed.The are 10 columns:
tc(s): cycle time (seconds)
tbw (s): backwash time (seconds)
J: filtration flux
Jbw: backwash flux
V filtrated/A: volume of filtrated water per area unit
Empty: empty column for separation between input and output parameters
TMPO: transmembrane pressure at the beginning of the filtration period
dTMP/dt: TMP variation over time
R0: hydraulic resistance at the beginning of the filtration period
dR/dt: R variation over time