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Camera on Vessel: A Camera-Based System to Measure Change in Water Volume in a Drinking Glass

A major problem related to chronic health is patients’ “compliance” with new lifestyle changes, medical prescriptions, recommendations, or restrictions. Heart-failure and hemodialysis patients are usually placed on fluid restrictions due to their hemodynamic status. A holistic approach to managing f...

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Detalles Bibliográficos
Autores principales: Ayoola, Idowu, Chen, Wei, Feijs, Loe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4610518/
https://www.ncbi.nlm.nih.gov/pubmed/26393600
http://dx.doi.org/10.3390/s150923847
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author Ayoola, Idowu
Chen, Wei
Feijs, Loe
author_facet Ayoola, Idowu
Chen, Wei
Feijs, Loe
author_sort Ayoola, Idowu
collection PubMed
description A major problem related to chronic health is patients’ “compliance” with new lifestyle changes, medical prescriptions, recommendations, or restrictions. Heart-failure and hemodialysis patients are usually placed on fluid restrictions due to their hemodynamic status. A holistic approach to managing fluid imbalance will incorporate the monitoring of salt-water intake, body-fluid retention, and fluid excretion in order to provide effective intervention at an early stage. Such an approach creates a need to develop a smart device that can monitor the drinking activities of the patient. This paper employs an empirical approach to infer the real water level in a conically shapped glass and the volume difference due to changes in water level. The method uses a low-resolution miniaturized camera to obtain images using an Arduino microcontroller. The images are processed in MATLAB. Conventional segmentation techniques (such as a Sobel filter to obtain a binary image) are applied to extract the level gradient, and an ellipsoidal fitting helps to estimate the size of the cup. The fitting (using least-squares criterion) between derived measurements in pixel and the real measurements shows a low covariance between the estimated measurement and the mean. The correlation between the estimated results to ground truth produced a variation of 3% from the mean.
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spelling pubmed-46105182015-10-26 Camera on Vessel: A Camera-Based System to Measure Change in Water Volume in a Drinking Glass Ayoola, Idowu Chen, Wei Feijs, Loe Sensors (Basel) Article A major problem related to chronic health is patients’ “compliance” with new lifestyle changes, medical prescriptions, recommendations, or restrictions. Heart-failure and hemodialysis patients are usually placed on fluid restrictions due to their hemodynamic status. A holistic approach to managing fluid imbalance will incorporate the monitoring of salt-water intake, body-fluid retention, and fluid excretion in order to provide effective intervention at an early stage. Such an approach creates a need to develop a smart device that can monitor the drinking activities of the patient. This paper employs an empirical approach to infer the real water level in a conically shapped glass and the volume difference due to changes in water level. The method uses a low-resolution miniaturized camera to obtain images using an Arduino microcontroller. The images are processed in MATLAB. Conventional segmentation techniques (such as a Sobel filter to obtain a binary image) are applied to extract the level gradient, and an ellipsoidal fitting helps to estimate the size of the cup. The fitting (using least-squares criterion) between derived measurements in pixel and the real measurements shows a low covariance between the estimated measurement and the mean. The correlation between the estimated results to ground truth produced a variation of 3% from the mean. MDPI 2015-09-18 /pmc/articles/PMC4610518/ /pubmed/26393600 http://dx.doi.org/10.3390/s150923847 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ayoola, Idowu
Chen, Wei
Feijs, Loe
Camera on Vessel: A Camera-Based System to Measure Change in Water Volume in a Drinking Glass
title Camera on Vessel: A Camera-Based System to Measure Change in Water Volume in a Drinking Glass
title_full Camera on Vessel: A Camera-Based System to Measure Change in Water Volume in a Drinking Glass
title_fullStr Camera on Vessel: A Camera-Based System to Measure Change in Water Volume in a Drinking Glass
title_full_unstemmed Camera on Vessel: A Camera-Based System to Measure Change in Water Volume in a Drinking Glass
title_short Camera on Vessel: A Camera-Based System to Measure Change in Water Volume in a Drinking Glass
title_sort camera on vessel: a camera-based system to measure change in water volume in a drinking glass
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4610518/
https://www.ncbi.nlm.nih.gov/pubmed/26393600
http://dx.doi.org/10.3390/s150923847
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