Fuzzy Self-Tuning PID-Based Intelligent Control of an Anti-Wave Buoy Data Acquisition Control System

In aquaculture, water quality is influenced by excessive feeding, a high breeding density, the species composition and the distribution of algae species. Traditional buoys can only collect water quality data at a fixed depth, and it is impossible to measure the water quality at different depths in t...

Full description

Bibliographic Details
Main Authors: Yaoguang Wei, Yinghao Wu, Xu Zhang, Jiahui Ren, Dong An
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8878101/
id doaj-d4b51beed0644aeea43a88cc4ea524d0
record_format Article
spelling doaj-d4b51beed0644aeea43a88cc4ea524d02021-03-29T23:01:41ZengIEEEIEEE Access2169-35362019-01-01716615716616410.1109/ACCESS.2019.29471798878101Fuzzy Self-Tuning PID-Based Intelligent Control of an Anti-Wave Buoy Data Acquisition Control SystemYaoguang Wei0https://orcid.org/0000-0003-4888-8558Yinghao Wu1Xu Zhang2Jiahui Ren3Dong An4College of Information and Electrical Engineering, China Agricultural University, Beijing, ChinaCollege of Information and Electrical Engineering, China Agricultural University, Beijing, ChinaCollege of Information and Electrical Engineering, China Agricultural University, Beijing, ChinaCollege of Information and Electrical Engineering, China Agricultural University, Beijing, ChinaCollege of Information and Electrical Engineering, China Agricultural University, Beijing, ChinaIn aquaculture, water quality is influenced by excessive feeding, a high breeding density, the species composition and the distribution of algae species. Traditional buoys can only collect water quality data at a fixed depth, and it is impossible to measure the water quality at different depths in the water column. Sea waves are common in the open ocean and influence data acquisition systems via wave forces, which affect the accuracy of data collection. Considering the above problems, a data acquisition control system with automatic lifting is designed. The underwater acquisition system collects water quality data and sends the data to a microcontroller. The microcontroller sends a displacement control signal to a PLC according to the processed data. The PLC automatically develops the corresponding acceleration and deceleration operating curves according to the displacement. A fuzzy PID self-tuning control method is used to accurately control the speed and steering of the stepping motor, and an IIR digital filter is designed to reduce the interference from sea waves. The simulation results show that the stepping motor responds quickly, the speed of the stepping motor is stable, and the data acquisition time is reduced based on the proposed algorithm. Moreover, wave interference is largely mitigated, and the system is generally stable.https://ieeexplore.ieee.org/document/8878101/Data acquisition control systemautomatic liftinganti-wave interferencefuzzy self-tuning PIDIIR digital filter
collection DOAJ
language English
format Article
sources DOAJ
author Yaoguang Wei
Yinghao Wu
Xu Zhang
Jiahui Ren
Dong An
spellingShingle Yaoguang Wei
Yinghao Wu
Xu Zhang
Jiahui Ren
Dong An
Fuzzy Self-Tuning PID-Based Intelligent Control of an Anti-Wave Buoy Data Acquisition Control System
IEEE Access
Data acquisition control system
automatic lifting
anti-wave interference
fuzzy self-tuning PID
IIR digital filter
author_facet Yaoguang Wei
Yinghao Wu
Xu Zhang
Jiahui Ren
Dong An
author_sort Yaoguang Wei
title Fuzzy Self-Tuning PID-Based Intelligent Control of an Anti-Wave Buoy Data Acquisition Control System
title_short Fuzzy Self-Tuning PID-Based Intelligent Control of an Anti-Wave Buoy Data Acquisition Control System
title_full Fuzzy Self-Tuning PID-Based Intelligent Control of an Anti-Wave Buoy Data Acquisition Control System
title_fullStr Fuzzy Self-Tuning PID-Based Intelligent Control of an Anti-Wave Buoy Data Acquisition Control System
title_full_unstemmed Fuzzy Self-Tuning PID-Based Intelligent Control of an Anti-Wave Buoy Data Acquisition Control System
title_sort fuzzy self-tuning pid-based intelligent control of an anti-wave buoy data acquisition control system
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description In aquaculture, water quality is influenced by excessive feeding, a high breeding density, the species composition and the distribution of algae species. Traditional buoys can only collect water quality data at a fixed depth, and it is impossible to measure the water quality at different depths in the water column. Sea waves are common in the open ocean and influence data acquisition systems via wave forces, which affect the accuracy of data collection. Considering the above problems, a data acquisition control system with automatic lifting is designed. The underwater acquisition system collects water quality data and sends the data to a microcontroller. The microcontroller sends a displacement control signal to a PLC according to the processed data. The PLC automatically develops the corresponding acceleration and deceleration operating curves according to the displacement. A fuzzy PID self-tuning control method is used to accurately control the speed and steering of the stepping motor, and an IIR digital filter is designed to reduce the interference from sea waves. The simulation results show that the stepping motor responds quickly, the speed of the stepping motor is stable, and the data acquisition time is reduced based on the proposed algorithm. Moreover, wave interference is largely mitigated, and the system is generally stable.
topic Data acquisition control system
automatic lifting
anti-wave interference
fuzzy self-tuning PID
IIR digital filter
url https://ieeexplore.ieee.org/document/8878101/
work_keys_str_mv AT yaoguangwei fuzzyselftuningpidbasedintelligentcontrolofanantiwavebuoydataacquisitioncontrolsystem
AT yinghaowu fuzzyselftuningpidbasedintelligentcontrolofanantiwavebuoydataacquisitioncontrolsystem
AT xuzhang fuzzyselftuningpidbasedintelligentcontrolofanantiwavebuoydataacquisitioncontrolsystem
AT jiahuiren fuzzyselftuningpidbasedintelligentcontrolofanantiwavebuoydataacquisitioncontrolsystem
AT dongan fuzzyselftuningpidbasedintelligentcontrolofanantiwavebuoydataacquisitioncontrolsystem
_version_ 1724190371871719424