Consumer's Activity Prediction in Household Water Consumption Based-IoT (Internet of Things)

Hasibuan, Arief Azhari; Arini,; Fahrianto, Feri

doi:10.1109/citsm47753.2019.8965344

Cited by 5 publications

(3 citation statements)

References 7 publications

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“…Hasibuan and Fahrianto [87] proposed an innovative low-cost solution that can predict water consumption for household activities. The water monitoring system integrates with the IoT concept.…”

Section: What Are the Current Smart Water Application Design Techniqu...mentioning

confidence: 99%

Building a Smart Water City: IoT Smart Water Technologies, Applications, and Future Directions

Okoli,

Kabaso

2024

Water

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Water is an essential service for the sustainable development and economic competitiveness of any country. The global water demand has increased substantially due to economic development, climate change, and rising population. The Internet of Things (IoT) and Information and Communication Technologies (ICT) can help conserve available water resources. Smart cities apply IoT to boost the performance and efficiency of urban facilities. Smart cities are towns created to use IoT and ICT (innovative technologies) such as smart water applications. Several studies on smart water technology have been conducted, but there is a need to review current research that leverages the IoT as a communication technology to design effective smart water applications. This review paper is aimed at presenting evidence on the current design of smart water applications. The study also covers publication statistics to increase collaboration between stakeholders. Findings show that various technologies such as microcontrollers, embedded programming languages, sensors, communication modules, and protocols are used by researchers to accomplish their aim of designing IoT-based smart water solutions. None of the publications employed the 5G mobile networks as a communication module for their smart water application development. Findings further show that the integration of 3D printing and solar energy into IoT-based smart water applications is revolutionary and can increase the sustainability of the systems. Future directions required to ensure that developed smart water applications are widely adopted to help conserve and manage water resources are suggested.

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Section: What Are the Current Smart Water Application Design Techniqu...mentioning

confidence: 99%

Building a Smart Water City: IoT Smart Water Technologies, Applications, and Future Directions

Okoli,

Kabaso

2024

Water

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“…In 2019, A. Hasibuan et al [64], a smart water monitoring system that can predict the user's water usage over time, was proposed. This water control device takes advantage of the Internet of Things (IoT).…”

Section: Literature Reviewmentioning

confidence: 99%

IoT and ICT based Smart Water Management, Monitoring and Controlling System: A Review

Yasin

Zeebaree

Sadeeq

et al. 2021

AJRCoS

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Water is a basic human need in all economic operations. Farmland, renewable energy, the industrial industry, and mining are all critical economic areas. Water supplies are under severe strain. With the population increase, the requirement for water from competing economic sectors is increased. So, there is not enough water left to meet human needs and maintain environmental flows that maintain the integrity of our ecosystems. Underground water is becoming depleted in many sectors, making now and future generations near the point of being deprived of protection from the increasing climate variability. Therefore, the critical role that information technology methods and internet communication technologies (ICT) play in water resources managing to limit the excessive waste of fresh water and to control and monitor water pollution. In this paper, we have to review research that uses the internet of things (IoT) as a communication technology that controls the preservation of the available amount of water and not wastes it by homeowners and farmers. In contrast, they use water, and we have also reviewed some researches that preserve water quality and reduce its pollution.

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“…Sensors can be used in various fields to gather and analyze every human activity. Reference [ 49 ] proposed and validated an IoT-based approach to detect water consumption in a house for water conservation purposes. To achieve the task, the study used a water-flow sensor that gathers data and with the help of a microcontroller, the data is then sent to the internet so that the consumer can see their usage and can keep track of each activity with water consumption.In this study, we proposed to use both RGB and thermal cameras with infrared sensors to get both visual and temperature information of a scene and processed this information to recognize activity and heat leakage.…”

Section: Literature Reviewmentioning

confidence: 99%

Activity Recognition in Residential Spaces with Internet of Things Devices and Thermal Imaging

Naik

Pandit

Naik

et al. 2021

Sensors

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In this paper, we design algorithms for indoor activity recognition and 3D thermal model generation using thermal images, RGB images, captured from external sensors, and the internet of things setup. Indoor activity recognition deals with two sub-problems: Human activity and household activity recognition. Household activity recognition includes the recognition of electrical appliances and their heat radiation with the help of thermal images. A FLIR ONE PRO camera is used to capture RGB-thermal image pairs for a scene. Duration and pattern of activities are also determined using an iterative algorithm, to explore kitchen safety situations. For more accurate monitoring of hazardous events such as stove gas leakage, a 3D reconstruction approach is proposed to determine the temperature of all points in the 3D space of a scene. The 3D thermal model is obtained using the stereo RGB and thermal images for a particular scene. Accurate results are observed for activity detection, and a significant improvement in the temperature estimation is recorded in the 3D thermal model compared to the 2D thermal image. Results from this research can find applications in home automation, heat automation in smart homes, and energy management in residential spaces.

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Consumer's Activity Prediction in Household Water Consumption Based-IoT (Internet of Things)

Cited by 5 publications

References 7 publications

Building a Smart Water City: IoT Smart Water Technologies, Applications, and Future Directions

Building a Smart Water City: IoT Smart Water Technologies, Applications, and Future Directions

IoT and ICT based Smart Water Management, Monitoring and Controlling System: A Review

Activity Recognition in Residential Spaces with Internet of Things Devices and Thermal Imaging

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