Development of an IoT-enabled cost-effective asthma patient monitoring system: Integrating health and indoor environment data with statistical analysis and data visualization

被引:5
作者
Chakraborty, Anik [1 ]
Das Gupta, Rittik [2 ]
Kabir, Md. Zesanul [3 ]
Dhar, Sourav [4 ]
机构
[1] Univ Dhaka, Dept Nucl Engn, Dhaka 1000, Bangladesh
[2] Khulna Univ Engn & Technol, Dept Elect & Commun Engn, Khulna 9203, Bangladesh
[3] Bangladesh Agr Univ, Dept Environm Sci, Mymensingh 2202, Bangladesh
[4] Rajshahi Univ Engn & Technol, Dept Mech Engn, Rajshahi 6204, Bangladesh
关键词
IoT (Internet of Things); Asthma; Health monitoring; Indoor environment monitoring; Sensor integration; Statistical analysis; CLOUD; ALGORITHM; FRAMEWORK;
D O I
10.1016/j.iot.2023.100942
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This research aims to develop a cost-effective IoT-based remote health monitoring system tailored for asthma patients to provide real-time feedback and hence minimize the necessity of hospitalization. The system includes monitoring patient health indicators and indoor environmental parameters. This device consists of NodeMCU and Arduino microcontrollers along with sensors such as the max30100 for heart rate and oxygen level sensing, the ds18b20 for body temperature measurement, the dht11 for room temperature and humidity sensing, the optical dust sensor for tracking dust concentration, and the mq-135 gas sensor for detecting harmful gases. The study is divided into two major sections: the front end, which includes the hardware setup with microcontrollers, wires, and sensors, and the back end, which contains software-based database features for real-time monitoring, storage of patient records, and analyses of the collected data to extract valuable insights about the patient's condition. The Blynk IoT platform offers real-time tracking on mobile devices, while the ThingSpeak platform enables graphical depiction on a computer-friendly interface. A Google Spreadsheet database is used to store the acquired data. The system has an integrated alerting system that sends email/SMS alerts to patients and physicians when sensor readings exceed safe levels. A prototypic data analysis section is introduced to assess the collected data through descriptive analysis, graph charting, and box plot visualization. The health measures were examined for a single patient during a week, using statistical tests like ANOVA to detect changes and determine stability, while the environmental elements were assessed throughout a month, capturing trends and patterns. All health sensors were validated by utilizing paired sample t-tests to compare 15 patients' data to that of commercially available devices. This research provides a complete package that provides essential guidance for replicating the device, interpreting and presenting sensor data efficiently to assess the health of asthma patients. Additionally, it proposes future-oriented objective function optimization and enhanced data security measures. The source code of the proposed system is available on GitHub.
引用
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页数:31
相关论文
共 113 条
[1]  
aafa.org, Other Health Conditions | AAFA.org
[2]  
Achar S, 2017, Malaysian Journal of Medical and Biological Research, V4, P159, DOI [10.18034/mjmbr.v4i2.648, 10.18034/mjmbr.v4i2.648, DOI 10.18034/MJMBR.V4I2.648]
[3]   Gazelle optimization algorithm: a novel nature-inspired metaheuristic optimizer [J].
Agushaka, Jeffrey O. ;
Ezugwu, Absalom E. ;
Abualigah, Laith .
NEURAL COMPUTING & APPLICATIONS, 2023, 35 (05) :4099-4131
[4]   Dwarf Mongoose Optimization Algorithm [J].
Agushaka, Jeffrey O. ;
Ezugwu, Absalom E. ;
Abualigah, Laith .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2022, 391
[5]   Dwarf Mongoose Optimization with Machine-Learning-Driven Ransomware Detection in Internet of Things Environment [J].
Alissa, Khalid A. ;
Elkamchouchi, Dalia H. ;
Tarmissi, Khaled ;
Yafoz, Ayman ;
Alsini, Raed ;
Alghushairy, Omar ;
Mohamed, Abdullah ;
Al Duhayyim, Mesfer .
APPLIED SCIENCES-BASEL, 2022, 12 (19)
[6]   RETRACTED: Research and Development of an IoT-Based Remote Asthma Patient Monitoring System (Retracted Article) [J].
Anan, Safayat Reza ;
Hossain, Md. Azizul ;
Milky, Md. Zubayer ;
Khan, Mohammad Monirujjaman ;
Masud, Mehedi ;
Aljahdali, Sultan .
JOURNAL OF HEALTHCARE ENGINEERING, 2021, 2021
[7]   Hybrid Nature-Inspired Optimization and Encryption-Based Watermarking for E-Healthcare [J].
Anand, Ashima ;
Singh, Amit Kumar .
IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2023, 10 (04) :2033-2040
[8]  
Ananth S., 2019, 2019 International Conference on Communication and Signal Processing (ICCSP), P0968, DOI 10.1109/ICCSP.2019.8697921
[9]  
Assaf Rasha, 2020, 2020 International Conference on Promising Electronic Technologies (ICPET), P28, DOI 10.1109/ICPET51420.2020.00014
[10]  
asthma.com, Weather changes and asthma | Asthma.com