Yang, Hao (2018): Raw data and joint calculation data for RNN regression calculators of RAS tank DO soft-sensor. Version 1. 4TU.ResearchData. dataset. https://doi.org/10.4121/uuid:aae5c45a-5395-4d1d-a65f-92e912afabb0

Dataset

• Aerospace Engineering

Dissolved Oxygen (DO), Frequency domain distribution, Recirculating aquaculture systems (RAS), Recurrent neural network (RNN), Regression raw sets

CC0

RefWorks, BibTeX, Reference Manager, Endnote, DataCite, NLM, DC, CFF

by Hao Yang

The raw data contains two types of data, one is the frequency domain distribution of RAS DO influence coefficients of aeration, water flow and feeding; the other one is the joint calculation data of the influence coefficients' RNN regression sub model. For each influence coefficient, include 4 txt files, the files were real part and imaginary part of frequency domain distribution with condition or without condtion respectively. The joint calculation data is a 'mat' file of MatLab, 16 variables are included: AR_IMAG: indicates the imag part of aeration RNN regression calculator sub-model output; AR_REAL: indicates the real part of aeration RNN regression calculator sub-model output; FD_IMAG:indicates the imag part of feeding RNN regression calculator sub-model output; FD_REAL:indicates the real part of feeding RNN regression calculator sub-model output; WF_IMAG:indicates the imag part of water flow RNN regression calculator sub-model output; WF_REAL:indicates the real part of water flow RNN regression calculator sub-model output; DCM_simulation1: indicates the DCM time domain simulation sequences data; SIMU_AMPLITUDE_AR: The frequency distribution of aeration RNN regression calculator sub-model output. SIMU_AMPLITUDE_FD:The frequency distribution of feeding RNN regression calculator sub-model output. SIMU_AMPLITUDE_WF:The frequency distribution of water flow RNN regression calculator sub-model output. T: The time axis. monitoring_data: The monitoring data of RAS tank DO. target: The name of the mat file, for save the variables more conveniently.

• 2018-10-30 first online, published, posted

4TU.Centre for Research Data

media types: application/x-matlab-data, application/x-rar-compressed, application/zip, text/plain

China Agricultural University, Beijing, College of Information and Electrical Engineering