Evaluation of Ultrasonic Sensor for Flow Measurement in Open Channel

IF 0.7 4区 工程技术 Q3 ENGINEERING, MULTIDISCIPLINARY
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Abstract

Accurate measurement of flow depth in an open channel on a real-time basis is the prime factor leading to more accurate quantification of discharge by the flow measuring device. The aim of present study was to evaluate the ultrasonic sensors (viz. HC-SR04 and JSN-SR04T) for depth of flow and corresponding discharge rate measurement in irrigation channel of canal command. The effect of ambient temperature on ultrasonic sensors was also investigated for irrigation channel hydraulic response measurement. It was observed that the performance of calibrated and temperature compensated sensors was better than the uncalibrated ones. Moreover, the performance of JSN-SR04T was better with mean absolute deviation (MAD: 0.21 ± 0.01cm), root mean square error (RMSE: 0.82 ± 0.01) and mean absolute percentage error (MAPE: 0.46 ± 0.09) compared to HC-SR04 sensor with MAD (0.36 ± 0.07), RMSE (0.43 ± 0.08) and MAPE (1.54 ± 0.82), respectively. Hence, JSN-SR04T ultrasonic sensor was used in the developed sensing system for the measurement of flow depth. It was observed that the system measured flow rate when compared with the observed flow resulted in prediction error estimate MAD (0.13 ± 0.05 lps), RMSE (0.16 ± 0.05) and MAPE (2.09 ± 1.16) and coefficient of determination (R2: 0.99) for flow rate ranging from 2 to 20 lps. Overall, the study resulted in the development of a novel and economically viable open channel digital flow sensing system to measure discharge rate passing through the flume. The developed sensing system will assist stakeholders in enhancing surface irrigation water use efficiency in canal commands.
用于明渠流量测量的超声波传感器的评价
在明渠中实时准确测量水流深度是流量测量装置更准确量化流量的主要因素。本研究的目的是评价超声波传感器(HC-SR04和JSN-SR04T)在沟渠指挥灌溉渠流深及相应流量测量中的应用效果。研究了环境温度对超声波传感器在灌溉渠水力响应测量中的影响。结果表明,经校准和温度补偿后的传感器性能优于未校准的传感器。此外,JSN-SR04T的平均绝对偏差(MAD: 0.21±0.01cm)、均方根误差(RMSE: 0.82±0.01)和平均绝对百分比误差(MAPE: 0.46±0.09)均优于具有MAD(0.36±0.07)、RMSE(0.43±0.08)和MAPE(1.54±0.82)的HC-SR04传感器。因此,在开发的传感系统中,采用JSN-SR04T超声波传感器进行流量深度的测量。结果表明,在2 ~ 20 lps范围内,系统测量流量与实际流量的预测误差分别为MAD(0.13±0.05 lps)、RMSE(0.16±0.05)、MAPE(2.09±1.16)和决定系数(R2: 0.99)。总的来说,这项研究导致了一种新的和经济上可行的明渠数字流量传感系统的发展,以测量通过水槽的流量。开发的传感系统将帮助利益相关者提高运河指挥地表水的利用效率。
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来源期刊
Journal of Scientific & Industrial Research
Journal of Scientific & Industrial Research 工程技术-工程:综合
CiteScore
1.70
自引率
16.70%
发文量
99
审稿时长
4-8 weeks
期刊介绍: This oldest journal of NISCAIR (started in 1942) carries comprehensive reviews in different fields of science & technology (S&T), including industry, original articles, short communications and case studies, on various facets of industrial development, industrial research, technology management, technology forecasting, instrumentation and analytical techniques, specially of direct relevance to industrial entrepreneurs, debates on key industrial issues, editorials/technical commentaries, reports on S&T conferences, extensive book reviews and various industry related announcements.It covers all facets of industrial development.
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