Development of nutrient management system based on ion-equivalent concentration ratio and ion monitoring to maintain ionic balance in closed hydroponic solution

IF 7.7 1区 农林科学 Q1 AGRICULTURE, MULTIDISCIPLINARY
Min-Seok Gang , Hak-Jin Kim , Tae In Ahn , Woo-Jae Cho , Sang-Hyun Lee , Ju Young Lee , Ji-Eun Hwang
{"title":"Development of nutrient management system based on ion-equivalent concentration ratio and ion monitoring to maintain ionic balance in closed hydroponic solution","authors":"Min-Seok Gang ,&nbsp;Hak-Jin Kim ,&nbsp;Tae In Ahn ,&nbsp;Woo-Jae Cho ,&nbsp;Sang-Hyun Lee ,&nbsp;Ju Young Lee ,&nbsp;Ji-Eun Hwang","doi":"10.1016/j.compag.2025.110588","DOIUrl":null,"url":null,"abstract":"<div><div>An automated nutrient management system was developed to maintain the ionic balance in the reused nutrient solution in a closed-loop hydroponics system. Fertilizers were supplied with variable compositions, using a replenishment algorithm based on electrical conductivity (EC) and ion-equivalent concentration ratio monitored with ion-selective electrodes (ISEs). An array of NO<sub>3</sub><sup>–</sup>, K<sup>+</sup>, and Ca<sup>2+</sup> electrodes was fabricated to measure ion concentrations in the drained solution. The measured ion concentrations were converted into ion-equivalent concentration ratios and fed back for adaptive control to determine the fertilizer composition. The system adjusted the fertilizer composition twice a week, using fertilizers (Ca(NO<sub>3</sub>)<sub>2</sub>·4H<sub>2</sub>O, KH<sub>2</sub>PO<sub>4</sub>, KNO<sub>3</sub>, NH<sub>4</sub>NO<sub>3</sub>, MgSO<sub>4</sub>·7H<sub>2</sub>O, K<sub>2</sub>SO<sub>4</sub>) and an acid solution (H<sub>3</sub>PO<sub>4</sub>) for pH adjustment. The fertilizer volumes were calculated using nonlinear programming methods based on the fertilizer compositions. The system activated each dosing channel differently to introduce fertilizers into the mixing tank. The system’s performance was tested by growing lettuce (<em>Lactuca sativa</em> L.) in a greenhouse. The measured ion concentrations were compared with the results of chemical analysis, and the actual ion-equivalent concentration ratios of the drained solution were compared to the target ratio of a standard Hoagland solution. The root mean square errors (RMSEs) of NO<sub>3</sub><sup>–</sup>, K<sup>+</sup>, and Ca<sup>2+</sup> measurements using ISEs were 39.18 mg L<sup>−1</sup>, 17.79 mg L<sup>−1</sup>, and 20.64 mg L<sup>−1</sup>, respectively. The RMSE of the target ratios on the last day of cultivation was 5.9 %, representing a 58 % improvement compared to the system based on only EC. Therefore, the developed system may complement the conventional EC-based system for closed hydroponics.</div></div>","PeriodicalId":50627,"journal":{"name":"Computers and Electronics in Agriculture","volume":"237 ","pages":"Article 110588"},"PeriodicalIF":7.7000,"publicationDate":"2025-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computers and Electronics in Agriculture","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0168169925006945","RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AGRICULTURE, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

Abstract

An automated nutrient management system was developed to maintain the ionic balance in the reused nutrient solution in a closed-loop hydroponics system. Fertilizers were supplied with variable compositions, using a replenishment algorithm based on electrical conductivity (EC) and ion-equivalent concentration ratio monitored with ion-selective electrodes (ISEs). An array of NO3, K+, and Ca2+ electrodes was fabricated to measure ion concentrations in the drained solution. The measured ion concentrations were converted into ion-equivalent concentration ratios and fed back for adaptive control to determine the fertilizer composition. The system adjusted the fertilizer composition twice a week, using fertilizers (Ca(NO3)2·4H2O, KH2PO4, KNO3, NH4NO3, MgSO4·7H2O, K2SO4) and an acid solution (H3PO4) for pH adjustment. The fertilizer volumes were calculated using nonlinear programming methods based on the fertilizer compositions. The system activated each dosing channel differently to introduce fertilizers into the mixing tank. The system’s performance was tested by growing lettuce (Lactuca sativa L.) in a greenhouse. The measured ion concentrations were compared with the results of chemical analysis, and the actual ion-equivalent concentration ratios of the drained solution were compared to the target ratio of a standard Hoagland solution. The root mean square errors (RMSEs) of NO3, K+, and Ca2+ measurements using ISEs were 39.18 mg L−1, 17.79 mg L−1, and 20.64 mg L−1, respectively. The RMSE of the target ratios on the last day of cultivation was 5.9 %, representing a 58 % improvement compared to the system based on only EC. Therefore, the developed system may complement the conventional EC-based system for closed hydroponics.
基于离子当量浓度比和离子监测的营养物管理系统的开发,以维持封闭水培溶液中的离子平衡
为了维持闭环水培系统中重复使用营养液中的离子平衡,研制了一种自动化营养液管理系统。使用基于电导率(EC)和离子选择电极(ISEs)监测的离子当量浓度比的补充算法,为肥料提供可变成分。制备了NO3 -, K+和Ca2+电极阵列来测量排干溶液中的离子浓度。将测量到的离子浓度转化为离子当量浓度比,并反馈给自适应控制,以确定肥料组成。该系统每周调整两次肥料组成,分别使用肥料(Ca(NO3)2·4H2O、KH2PO4、KNO3、NH4NO3、MgSO4·7H2O、K2SO4)和酸溶液(H3PO4)进行pH调节。利用非线性规划方法,根据肥料成分计算出肥料用量。该系统以不同方式激活每个加药通道,将肥料引入混合池。通过在温室中种植莴苣,对该系统的性能进行了测试。将测量的离子浓度与化学分析结果进行比较,并将排干溶液的实际离子当量浓度比与标准霍格兰溶液的目标浓度比进行比较。使用ISEs测量NO3 -、K+和Ca2+的均方根误差(rmse)分别为39.18 mg L−1、17.79 mg L−1和20.64 mg L−1。培养最后一天的目标比率RMSE为5.9%,与仅基于EC的系统相比,提高了58%。因此,开发的系统可以补充传统的基于ec的封闭水培系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Computers and Electronics in Agriculture
Computers and Electronics in Agriculture 工程技术-计算机:跨学科应用
CiteScore
15.30
自引率
14.50%
发文量
800
审稿时长
62 days
期刊介绍: Computers and Electronics in Agriculture provides international coverage of advancements in computer hardware, software, electronic instrumentation, and control systems applied to agricultural challenges. Encompassing agronomy, horticulture, forestry, aquaculture, and animal farming, the journal publishes original papers, reviews, and applications notes. It explores the use of computers and electronics in plant or animal agricultural production, covering topics like agricultural soils, water, pests, controlled environments, and waste. The scope extends to on-farm post-harvest operations and relevant technologies, including artificial intelligence, sensors, machine vision, robotics, networking, and simulation modeling. Its companion journal, Smart Agricultural Technology, continues the focus on smart applications in production agriculture.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信