ItemConference Paper

IoT-Driven Dynamic Behavior Intervention Model for Sustainable Hygiene Practices: Insights from Household Water Consumption

Title
IoT-Driven Dynamic Behavior Intervention Model for Sustainable Hygiene Practices: Insights from Household Water Consumption
Creator
Srinivasan, R.; Vimala Devi, K.; Praveenraj, David Winster; Venkatasuvrananian, S.; Subramani, K.; Prasanth, V.S.; Gaddala, Babu Rao
Description
IoT-enabled technologies have advanced so that smart sensor systems can observe and recognize human behavior in various contexts, including energy consumption and healthcare, with remarkable efficiency and effectiveness. One example is using the Internet of Things (IoT) technology to better comprehend human water consumption behavior and establish and maintain clean environments. Static models have typically been used to model the behavior intervention process throughout time. While these static approaches perform adequately when predicting general human behavior, they fall short when tracking and reacting to shifts in behavior in IoT settings. The authors of this study proposed a dynamic behavior intervention model to forecast the hygiene-related water-use habits of individual households. This model takes its cues from the structure equation model method and the notion of control engineering, which originated in the expanded theory of planned behavior (ETPB). The current ETPB dynamic behavior model with system parameter estimation using an artificial neural network (ANN)is assessed for its intervention trend using a residential water use case study. It has been shown that the ETPB dynamic model helps the process of intervening in peoples behavior. The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.
Source
Communications in Computer and Information Science;Volume;2308 CCIS;pp.136-154
Date
01-01-2025
Publisher
Springer Science and Business Media Deutschland GmbH
Subject
artificial neural network (ANN); dynamic behavior; ETPB; Internet of Things (IoT)
Coverage
Srinivasan R., Department of Mechanical Engineering, Sri Krishna College of Technology, Kovaipudur, Coimbatore, 641042, India; Vimala Devi K., School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, 631014, India; Praveenraj D.W., CHRIST (Deemed to be) University, Bangalore, India; Venkatasuvrananian S., CSBS, Saranathan College of Engineering, Trichy, India; Subramani K., School of Business and Management, CHRIST (Deemed to be University), Bangalore Yeshwanthpur Campus, Bangalore, 560 073, India; Prasanth V.S., Department of Electronics and Communication Engineering, Madanapalle Institute of Technology and Science, Andhra Pradesh, Madanapalle, 517 325, India; Gaddala B.R., Department of Chemical Engineering, University of Technology and Applied Sciences (Higher College of Technology Muscat), Muscat, Oman
Rights
Restricted Access; Hardcopy may be available in the library
Relation
ISSN: 18650929; ISBN: 978-303184393-8;
Format
online
Language
English
Type
Conference paper

Citation

Srinivasan, R.; Vimala Devi, K.; Praveenraj, David Winster; Venkatasuvrananian, S.; Subramani, K.; Prasanth, V.S.; Gaddala, Babu Rao, “IoT-Driven Dynamic Behavior Intervention Model for Sustainable Hygiene Practices: Insights from Household Water Consumption,” CHRIST (Deemed To Be University) Institutional Repository, accessed June 18, 2026, https://archives.christuniversity.in/items/show/25323.

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