activity
20192023
most citedMachine learning approach to remove ion interference effect in agricultural nutrient solutions

17 citations · 47 across the 8 of their papers we have counts for

collaborators

8 papers

cs.CV2023

CongNaMul: A Dataset for Advanced Image Processing of Soybean Sprouts

Byunghyun Ban, Donghun Ryu, Su-won Hwang

We present 'CongNaMul', a comprehensive dataset designed for various tasks in soybean sprouts image analysis. The CongNaMul dataset is curated to facilitate tasks such as image cla…

cs.CL2022

AI Knows Which Words Will Appear in Next Year's Korean CSAT

Byunghyun Ban, Jejong Lee, Hyeonmok Hwang

A text-mining-based word class categorization method and LSTM-based vocabulary pattern prediction method are introduced in this paper. A preprocessing method based on simple text a…

cs.HC2022★ 4 cited

Mixed Reality Interface for Digital Twin of Plant Factory

Byunghyun Ban

An easier and intuitive interface architecture is necessary for digital twin of plant factory. I suggest an immersive and interactive mixed reality interface for digital twin model…

cs.CL2021★ 3 cited

A Survey on Awesome Korean NLP Datasets

Byunghyun Ban

English based datasets are commonly available from Kaggle, GitHub, or recently published papers. Although benchmark tests with English datasets are sufficient to show off the perfo…

cs.LG2020★ 4 cited

Deep learning method to remove chemical, kinetic and electric artifacts on ISEs

Byunghyun Ban

We suggest a deep learning based sensor signal processing method to remove chemical, kinetic and electrical artifacts from ion selective electrodes' measured values. An ISE is used…

cs.LG2019★ 8 cited

Control of nonlinear, complex and black-boxed greenhouse system with reinforcement learning

Byunghyun Ban, Soobin Kim

Modern control theories such as systems engineering approaches try to solve nonlinear system problems by revelation of causal relationship or co-relationship among the components;…

eess.SY2019★ 11 cited

ODE network model for nonlinear and complex agricultural nutrient solution system

Byunghyun Ban, Minwoo Lee, Donghun Ryu

In closed hydroponic systems, periodic readjustment of nutrient solution is necessary to continuously provide stable environment to plant roots because the interaction between plan…

cs.LG2019★ 17 cited

Machine learning approach to remove ion interference effect in agricultural nutrient solutions

Byunghyun Ban, Donghun Ryu, Minwoo Lee

High concentration agricultural facilities such as vertical farms or plant factories consider hydroponic techniques as optimal solutions. Although closed-system dramatically reduce…