Academic literature on the topic 'Liquid flow meter'

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Journal articles on the topic "Liquid flow meter"

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Pandimadevi Ganesan, Thushara Hameed, and Maheswari Maruthakutti. "IOT based water flow meter using ThingSpeak." International Journal of Science and Research Archive 11, no. 2 (2024): 1956–62. http://dx.doi.org/10.30574/ijsra.2024.11.2.0717.

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The Large scale manufacturing companies are fully automated. Soft Drink Industries and Chemical industries have to constantly measure and quantify the liquids that they are handling during this automation process, and the most common sensor used to measure the flow of a liquid is a Flow Sensor. By using a flow sensor with a microcontroller like NodeMCU, we can calculate the flow rate, and check the volume of liquid that has passed through a pipe, and control it as required. Apart from manufacturing industries, flow sensors can also be found in the agriculture sector, food processing, water man
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Temperley, Neil C., Masud Behnia, and Anthony F. Collings. "Flow patterns in an ultrasonic liquid flow meter." Flow Measurement and Instrumentation 11, no. 1 (2000): 11–18. http://dx.doi.org/10.1016/s0955-5986(99)00020-5.

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Lipin, A. V., V. P. Bunin, and G. A. Lipina. "DEVELOPMENT OF LIQUID FLOW METER VERIFICATION PLANTS." Vestnik of Kuzbass State Technical University 18, no. 1 (2018): 133–38. http://dx.doi.org/10.26730/1999-4125-2018-1-133-138.

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Albert, Henry J., and Robert H. Wood. "High‐pressure, thermal‐pulse, liquid flow meter." Review of Scientific Instruments 56, no. 10 (1985): 1962–63. http://dx.doi.org/10.1063/1.1138453.

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Wen, Wen, Guang Hua Zong, Yang Yu, and Liang Sun. "The Influence of Bubbles on the Performance of Ultrasonic Flow Meter." Applied Mechanics and Materials 678 (October 2014): 285–89. http://dx.doi.org/10.4028/www.scientific.net/amm.678.285.

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The bubbles in the liquid will scatter and absorb the ultrasound, therefore the existence of bubbles will seriously affect the ultrasound propagation in the liquid medium inside the pipeline. This paper analyzes the influence of bubbles in the liquid on the performance of the ultrasonic flow meter, and the gas-liquid two-phase flow rate measurement experiments are implemented. Experimental results show that with the increase of the bubble volume fraction in the liquid, the measurement error of the ultrasonic flow meter increases. When the bubble volume fraction exceeds 1%, the transit-time dif
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Loginov, N. "MANIFUNCTIONAL MAGNETOHYDRODYNAMIC DEVICE." PROBLEMS OF ATOMIC SCIENCE AND TECHNOLOGY. SERIES: NUCLEAR AND REACTOR CONSTANTS 2021, no. 2 (2021): 116–26. http://dx.doi.org/10.55176/2414-1038-2021-2-116-126.

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Three types of magnetohydrodynamic devices using in liquid metal circulating loops are known. These are electromagnetic pumps, flow meters, and throttles. Electromagnetic pumps and throttles are induction type, as a rule, using alternating current and alternating magnetic field. Electromagnetic flowmeters for liquid metals, as a rule, are conduction type using direct current and permanent magnetic field. Every of each device serves one function only. Operating principle and some designs of universal conduction magnetohydrodynamic devices, which are possible provide simultaneously two of three
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Yu, Yang, and Guanghua Zong. "Note: Ultrasonic liquid flow meter for small pipes." Review of Scientific Instruments 83, no. 2 (2012): 026107. http://dx.doi.org/10.1063/1.3687780.

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Morioka, Toshihiro, Masaki Takamoto, and Shin-ichi Nakao. "1808 Development of Flow Meter for Liquid Hydrogen." Proceedings of the JSME annual meeting 2008.2 (2008): 139–40. http://dx.doi.org/10.1299/jsmemecjo.2008.2.0_139.

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Atkinson, David I., Oyvind Reksten, Gerald Smith, and Helge Moe. "High-Accuracy Wet-Gas Multiphase Well Testing and Production Metering." SPE Journal 11, no. 02 (2006): 199–205. http://dx.doi.org/10.2118/90992-pa.

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Summary Dedicated wet-gas flowmeters are now commercially available for the measurement of gas and liquid flow rates and offer a more compact measurement solution than does the traditional separator approach. The interpretation models of traditional multiphase flowmeters emphasize the liquid rate measurements and have been used to well test and meter mostly liquid-rich flow streams. These models were not developed for the measurement of gas flow rates, particularly those of wet gas. A new interpretation is described that allows a traditional multiphase flowmeter to operate in a dual mode eithe
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Roach, G. J., M. J. Millen, and T. S. Whitaker. "DUET MULTIPHASE FLOW METER." APPEA Journal 40, no. 1 (2000): 492. http://dx.doi.org/10.1071/aj99029.

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CSIRO Minerals has developed a Multiphase Flow Meter (MFM) for measuring oil, water and gas flow rates in offshore topside and sub-sea oil production pipelines. In 1997 Kvaerner Oilfield Products (KOP) signed an exclusive licence agreement with CSIRO Minerals for production and further development of the dual energy gamma-ray transmission (DUET) MFM. This new technology has the potential to save the oil industry many millions of dollars in capital, operating and maintenance costs. Essentially, the MFM consists of two specialised gamma-ray transmission gauges, pressure and temperature sensors,
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Dissertations / Theses on the topic "Liquid flow meter"

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Vedapuri, Damodaran. "Design of a clamp-on ultrasonic flow meter for wet gas pipelines." Ohio : Ohio University, 2001. http://www.ohiolink.edu/etd/view.cgi?ohiou1178910814.

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Březina, Jiří. "Časový vývoj metrologických charakteristik elektromagnetických indukčních měřidel bodových rychlostí." Master's thesis, Vysoké učení technické v Brně. Fakulta stavební, 2019. http://www.nusl.cz/ntk/nusl-392151.

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This experimental diploma thesis investigates the changes in the metrological characteristics of the electromagnetic current meter of velocity. The theoretical part of the thesis includes a brief summary of technical and metrological characteristics of these types of devices. In addition, it describes the tested device, the test track, and the measurement procedure, which consists of two variants: long-term monitoring with a relatively regular monthly measurement interval and short-term monitoring with a regular daily measurement interval. The evaluation of the experimental work focuses on the
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Калінін, Д. І. "Вимірювач витрат рідини". Master's thesis, Сумський державний університет, 2020. https://essuir.sumdu.edu.ua/handle/123456789/81490.

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Робота містить: 74 сторінок, 31 рисунків, 10 таблиць, 21 джерел літератури. Об’єктом дослідження роботи - вимірювач витрат рідини. Мета роботи полягає у розробці приладу, який буде визначати кількість втраченої рідини, при цьому взявши до уваги мікросхему вимірювача У ході виконання роботи були розглянуті методи вимірювання витрат, особливо ультразвуковий, також опис ультразвукового вимірювач та принцип його роботи. За основу було взято схему MAX35101, мікроконтролер АT89C51CC03, індикатор DV16210, таймер реального часу DS1305, модуль енергонезалежної пам'яті AT25128A/256A, клавіатура
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VENTO, OSCAR. "Research on the fluid dynamics of diesel injection systems, design of innovative closed-loop control strategies, assessment of a new flowmeter for high-pressure fluids and 1D modelling of liquid and gaseous flows." Doctoral thesis, Politecnico di Torino, 2021. http://hdl.handle.net/11583/2927462.

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SABA, FABIO. "Development of a standard for thermal energy and smart heat metering applications." Doctoral thesis, Politecnico di Torino, 2017. http://hdl.handle.net/11583/2683495.

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The research activity described in this thesis is concerned with the development and characterization of a standard for thermal energy and with the study of innovative applications and measuring solutions for smart heat metering. After an initial overview on the current state of the art and regulations for direct thermal energy measurement devices and heat accounting systems, the activities related to the development and the metrological characterization of the Italian standard of thermal energy, carried out at the Istituto Nazionale di Ricerca Metrologica (INRIM), are presented and discusse
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Lee, Betty. "Dynamic response of small turbine flowmeters in pulsating liquid flows." Thesis, Brunel University, 2002. http://bura.brunel.ac.uk/handle/2438/4971.

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The dynamic response of turbine flowmeters in low pressure gas flows (i. e. where the rotational inertia of the fluid is negligible) is well understood and methods for correcting meter signals for a lack of response are available. For liquid flows there has been a limited amount of experimental work on the response of meters to step changes but no reports have been found of the response of meters to sinusoidally pulsating flows. "Small" turbine meters are expected to behave differently from "large" meters for a number of reasons: a smaller meter would generally have: (1) a larger percentage of
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Weinstein, Joel Aaron. "The motion of bubbles and particles in oscillating liquids with applications to multiphase flow in Coriolis meters." Connect to online resource, 2008. http://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqdiss&rft_dat=xri:pqdiss:3315790.

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Budakli, Mete [Verfasser], Peter [Akademischer Betreuer] Stephan, Tatiana [Akademischer Betreuer] Gambaryan-Roisman, and Cameron [Akademischer Betreuer] Tropea. "Hydrodynamics and Heat Transfer in Gas-Driven Liquid Film Flows / Mete Budakli. Betreuer: Peter Stephan ; Tatiana Gambaryan-Roisman ; Cameron Tropea." Darmstadt : Universitäts- und Landesbibliothek Darmstadt, 2015. http://d-nb.info/111098068X/34.

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Books on the topic "Liquid flow meter"

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Jesús, Aguilera, Wright John D, and Chemical Science and Technology Laboratory (U.S.). Fluid Metrology Group, eds. Hydrocarbon liquid flow calibration service. National Institute of Standards and Technology, Chemical Science and Technology Laboratory, Process Measurements Division, Fluid Metrology Group, 2010.

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University of Texas at Austin. Petroleum Extension Service., ed. Gas and liquid measurement. Petroleum Extension Service, Division of Continuing Education, The University of Texas at Austin, 1993.

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American Society of Heating, Refrigerating and Air-Conditioning Engineers. and American National Standards Institute, eds. Method of testing liquid-line filter drier filtration capability. American Society of Heating, Refrigerating and Air-Conditioning Engineers, 2006.

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NCCER. CT44_5-17 Prove Flow Meters for Hazardous Liquid Leak Detection (2-Download). Pearson Education, Limited, 2017.

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NCCER. CT44 5-17 Prove Flow Meters for Hazardous Liquid Leak Detection Trainee Guide. Pearson Education, Limited, 2018.

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NCCER. CT44 6-17 Maintain Flow Meters for Hazardous Liquid Leak Detection Trainee Guide. Pearson Education, Limited, 2018.

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Book chapters on the topic "Liquid flow meter"

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Sanders, R. C., R. J. Rabehl, and M. W. McGee. "Weir Flow Meter for Saturated Liquid Helium." In A Cryogenic Engineering Conference Publication. Springer US, 1996. http://dx.doi.org/10.1007/978-1-4613-0373-2_226.

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Lo Castro, Fabio, Massimiliano De Luca, and Sergio Iarossi. "Simulation of an Ultrasonic Flow Meter for Liquids." In Lecture Notes in Electrical Engineering. Springer International Publishing, 2015. http://dx.doi.org/10.1007/978-3-319-09617-9_70.

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An, Haijiao, Xin Shi, and Xigang Wang. "An On-Line EMC Test System for Liquid Flow Meters." In Lecture Notes in Electrical Engineering. Springer Singapore, 2020. http://dx.doi.org/10.1007/978-981-13-9409-6_27.

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Oriakhi, Christopher O. "Liquids and Solids." In Chemistry in Quantitative Language. Oxford University Press, 2009. http://dx.doi.org/10.1093/oso/9780195367997.003.0016.

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The atoms or molecules in a liquid have enough kinetic energy to partially overcome the forces of attraction between them. Therefore, they are in constant random motion (as in a gas) but they are still relatively close together. However, they are not as tightly packed, or as well ordered, as in a solid. There is not as much free space in a liquid as in a gas. The atoms or molecules may aggregate together to form chains or rings that readily move relative to one another; this gives a liquid its fluid (flow) properties. Liquids generally occur as compounds. For example, water, ethanol, and carbo
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Calbrix, Corentin, Alexei Stoukov, Axelle Cadière, Benoit Roig, and Dominique Legendre. "Numerical simulation of the aerial drops of the Canadair CL-415 and the Dash-8 airtankers." In Advances in Forest Fire Research 2022. Imprensa da Universidade de Coimbra, 2022. http://dx.doi.org/10.14195/978-989-26-2298-9_265.

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Fighting wildland fires is a major issue for the protection of populations and environment with a need of more efficient means to fight fires. Airtankers are able to drop volumes of liquid (water or fire retardant) varying from less than 1m3 to several tens of m3, directly on fire or with the objective to form barriers of retardant to stop or reduce the fire propagation. However, the dynamics of a liquid dropped from an airplane has received few attentions in the scientific community, and related studies have mostly focused on Newtonian liquid jets injection in cross flow from millimetric inje
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Gupta, Monica, Kartik Prasad, Jayani Sehgal, Deepanshu Kumar Rai, Vishal Bhalla, and Sonia Agrawal. "Automated Medicine Dispenser Powered by Arduino and Flowmeter With AI Integration." In Practical Applications of Self-Service Technologies Across Industries. IGI Global, 2025. https://doi.org/10.4018/979-8-3373-4667-0.ch012.

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The Automated Medicine Dispenser is a device that helps people, especially the elderly and those with long-term illnesses, take their medicines on time. It exploits smart technology to ensure that the correct medicine, that too in the right amount, is given to the patient. The system incorporates an Arduino board, a flow meter to measure liquid medicine, and a camera that works on image recognition. In addition, the system is designed to send timely reminders to patients. The design is user-friendly and doesn't require technology-expertise. Thus, it can be used at home as well as in hospitals.
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Sasaki Keiichi, Cho Hiroaki, and Asakura Daisuke. "Pipe-Thickness Measurement Technology Using EMAT and Fiber Optic Sensors." In Studies in Applied Electromagnetics and Mechanics. IOS Press, 2016. https://doi.org/10.3233/978-1-61499-639-2-195.

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In the piping system in power plants, the pipe elbows and lower reaches of orifices are prone to damage from flow-accelerated corrosion and erosion. Conventionally, an ultrasonic meter is used to measure the thickness of the main pipes and detect corrosion loss. However, this involves the time and cost of shutting down the plant to dismantle and reassemble the heat-insulating jackets of the pipes. Therefore, we developed a new measurement technology that combines the use of electromagnetic acoustic transducers (EMATs) and fiber optic sensors. The sensor device can be placed between the pipe an
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Siev, R., B. G. Lipták, and J. B. Stoddard. "Positive Displacement Liquid Meters and Provers." In Flow Measurement. CRC Press, 2020. http://dx.doi.org/10.1201/9781003063926-17.

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Hernandez Cely, Marlon Mauricio, Carlos Mauricio Ruiz Diaz, Sofia Pagliarini, Oscar Mauricio Hernandez Rodriguez, and Elmer Alexis Gamboa Peñaloza. "DETERMINATION OF VOLUMETRIC FRACTION IN OIL-WATER TWO-PHASE FLOW THROUGH WIRE-MESH SENSOR AND ARTIFICIAL NEURAL NETWORKS." In Engenharias - Automação, Robótica, Metrologia e Energia: estudos e tendências - Volume 4. Editora Científica Digital, 2023. http://dx.doi.org/10.37885/230914276.

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A technique to measure volumetric fraction of liquids in oil-water pipe flow based on electrical permittivity obtained by a homemade wire-mesh sensor aided by an artificial neural network is presented in this work. The artificial neural networks use the superficial velocities of fluids as inputs and the volumetric fraction based on models of electrical permittivity as outputs. In order to validate the results, they were compared with data obtained with the technique of quick closing valves. Furthermore, two-phase-flow tomographic images were compared and validated with images recorded by a hig
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Buchenau, D., S. Eckert, G. Gerbeth, N. Krauter, F. Stefani, and T. Wondrak. "Liquid metal flow meters and velocity measuring techniques." In VKI Lecture Series. von Karman Institute for Fluid Dynamics, 2017. http://dx.doi.org/10.35294/ls201702.buchenau.

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Conference papers on the topic "Liquid flow meter"

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Hassani, Sh, K. P. Roberts, S. A. Shirazi, J. R. Shadley, E. F. Rybicki, and C. Joia. "Flow Loop Study of Chloride Concentration Effect on Erosion, Corrosion and Erosion-Corrosion of Carbon Steel in CO2 Saturated Systems." In CORROSION 2011. NACE International, 2011. https://doi.org/10.5006/c2011-11237.

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Abstract Erosion-corrosion deterioration of carbon steel in CO2-saturated systems with sand is a problem in the oil and gas industry because the combined effects of erosion and corrosion can reduce the protection provided by iron-carbonate scale formation or inhibitors. Oil and gas production can be accompanied by the formation water (typically chloride containing brine). Some effects of chloride concentration on corrosion are not widely known, and this can result in misleading conclusions. The goal of this paper is to contribute to a better understanding of the effects of chloride concentrati
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BRUSCHI, P., M. DEI, and M. PIOTTO. "A CMOS COMPATIBLE LIQUID FLOW METER." In Proceedings of the 13th Italian Conference. WORLD SCIENTIFIC, 2008. http://dx.doi.org/10.1142/9789812835987_0054.

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Fuzhong, Wang, and Fan Le. "Hardware Design of Solid-Liquid Two-Phase Flow Meter." In 2010 International Conference on Intelligent Computation Technology and Automation (ICICTA). IEEE, 2010. http://dx.doi.org/10.1109/icicta.2010.75.

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Smulski, Michael L. "State of the Art of Ultrasonic Liquid Flow Measurement and it’s Impact on Automated Leak Detection in Pipelines." In ASME 1992 International Gas Turbine and Aeroengine Congress and Exposition. American Society of Mechanical Engineers, 1992. http://dx.doi.org/10.1115/92-gt-426.

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The state of the art of ultrasonic liquid flow measurement has improved greatly in the past decade to where this technology exhibits accuracy equivalent to turbine meter systems, while retaining several advantages over turbine meters. Testing of a four path non-intrusive meter used for leak detection on the Trans–Alaska Pipeline is discussed. Performance is detailed, and future applications for ultrasonic flow measurement technology are reviewed.
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da Silva, M., A. do Nascimento Wrasse, E. Nunes dos Santos, and R. Morales. "B6.1 Improved Gas Liquid Flow Meter Using a Neural Network." In SMSI 2021. AMA Service GmbH, Von-Münchhausen-Str. 49, 31515 Wunstorf, Germany, 2021. http://dx.doi.org/10.5162/smsi2021/b6.1.

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Юсупбеков, Н., Ш. Гулямов, and Э. Ортиков. "CLASSIFICATION OF JET FLOW METER FOR LIQUID AND GASEOUS MEDIA." In Status and development trends of standardization and technical regulation in the world. Tashkent state technical university, 2022. http://dx.doi.org/10.51346/tstu-conf.22.1-77-0038.

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The classification of jet flow meters and the amount of liquid and gaseous media is proposed on the basis of the principle of measuring conversion, which is the basis of the measurement method based on the periodic attachment of a viscous liquid jet to a solid wall.
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Mahalingam, Sakethraman, Gavin Munro, Muhammad Arsalan, and Victor Gawski. "Using an Adjustable Cone Meter to Measure Wet Gas." In SPE Annual Technical Conference and Exhibition. SPE, 2021. http://dx.doi.org/10.2118/206072-ms.

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Abstract When the gas flow rate of a well significantly changes, the flow rate can fall below that of the operating range of a traditional fixed size Venturi meter, necessitating the replacement of the original meter with one of a smaller size. However, with an adjustable cone meter, the internal reconfiguration feature allows it to automatically switch from high operating flow range to low operating flow range and there is no requirement to disassemble the meter from the flow line assembly. Adjustable cone meters were designed, developed and tested at the wet-gas flow loop at National Enginee
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Mahalingam, Sakethraman, Gavin Munro, Muhammad Arsalan, and Victor Gawski. "Using an Adjustable Cone Meter to Measure Wet Gas." In Abu Dhabi International Petroleum Exhibition & Conference. SPE, 2021. http://dx.doi.org/10.2118/207505-ms.

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Abstract A traditional fixed size Venturi meter has a turndown of about 8:1 under dry gas conditions that may drop to as low as 3:1 under wet-gas flow. When the well conditions change, a replacement of the original Venturi meter with one of a different size is needed. In this paper, we present the design, development and testing of an Adjustable cone meter that has the ability to adapt itself to the flow conditions automatically and provide a turndown of as much as a 54:1 under dry gas conditions and as much as 20:1 under wet-gas conditions. The patented feature of the Adjustable cone meter is
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Tang, Ziyan, Ningde Jin, Yiyu Zhou, and Weikai Ren. "Measurement of Gas-Liquid Flows in Vertical Pipes Using Turbine Flow Meter and Conductance Sensor." In 19th International Flow Measurement Conference 2022. IMEKO, 2023. http://dx.doi.org/10.21014/tc9-2022.124.

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Oura, Y., Y. Shirai, M. Shiotsu, et al. "Basic study on hot-wire flow meter in forced flow of liquid hydrogen." In ADVANCES IN CRYOGENIC ENGINEERING: Transactions of the Cryogenic Engineering Conference - CEC. AIP Publishing LLC, 2014. http://dx.doi.org/10.1063/1.4860802.

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Reports on the topic "Liquid flow meter"

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George and Hawley. PR-015-10602-R01 Effects of Liquid Contamination on Ultrasonic Flow Meter Performance. Pipeline Research Council International, Inc. (PRCI), 2012. http://dx.doi.org/10.55274/r0010787.

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A known cause of error in in-line ultrasonic meters is the presence of liquid contamination on transducer faces. These liquids can come from unconventional or poor-quality gas supplies, but compressor oil or glycol can also enter the natural gas stream due to problems with upstream equipment. It has been suspected that liquid contamination produces a fundamental measurement error in ultrasonic pulse transit time, which leads to biases in the measured sound speed of the gas and, ultimately, flow measurement errors. Operators presently observe such differences in measured sound speeds, but often
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Hawley and Thorson. PR-015-13606-R01 Ultrasonic Meter Performance in Liquid Transients. Pipeline Research Council International, Inc. (PRCI), 2014. http://dx.doi.org/10.55274/r0010846.

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This research evaluated the performance of select ultrasonic meters in natural gas flows before, during, and after transient liquid contamination from compressor oil and glycol. The research program evaluated the performance recovery characteristics of each ultrasonic meter after an extended period of dry gas flow and after meter cleaning. The diagnostics of the meters were also monitored to determine if they could be used to determine the presence of liquid contamination.
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Andersen, C., S. Hoogendoom, B. Hudson, et al. Liquid metal Flow Meter - Final Report. Office of Scientific and Technical Information (OSTI), 2007. http://dx.doi.org/10.2172/903080.

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Pope, Jodie G., Aaron N. Johnson, B. James Filla, et al. LIQUID FLOW METER CALIBRATIONS WITH NIST’s 15 kg/s Water FLOW STANDARD. National Institute of Standards and Technology, 2021. http://dx.doi.org/10.6028/nist.sp.250-98.

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Hawley. PR-015-11707-R01 Test Diagnostic Methods for Turbine Gas Meters. Pipeline Research Council International, Inc. (PRCI), 2013. http://dx.doi.org/10.55274/r0010671.

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Similar to most metering technologies, turbine meters are known to be affected by abnormal flow or abnormal mechanical conditions which can cause bias in flow measurement. These types of flow conditions include blockage at the flow meter or straightening vanes, grime or liquid contamination on the internal meter components, damage to the internal meter components, and pulsation in the flow. With the introduction of ultrasonic and Coriolis meters for gas applications, the natural gas industry has embraced the concept of meters with embedded diagnostic capabilities. These capabilities allow the
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Hawley and Thorson. PR-015-14603-R01 Turbine and Coriolis Meter Diagnostics with Entrained Liquids. Pipeline Research Council International, Inc. (PRCI), 2015. http://dx.doi.org/10.55274/r0010567.

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This research evaluated the performance of select Coriolis and turbine meters in natural gas flows before, during, and after a wet gas flow condition. Low viscosity oil was used as the liquid phase for the testing. On-board diagnostics from the Coriolis meters and auxiliary diagnostics for the turbine meters were used to determine if the presence and loading amount of the liquid could be determined.
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Hawley and Thorson. PR-015-14603-R02 Turbine and Coriolis Meter Diagnostics with Entrained Liquids - Unblinded. Pipeline Research Council International, Inc. (PRCI), 2015. http://dx.doi.org/10.55274/r0010859.

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This research evaluated the performance of select Coriolis and turbine meters in natural gas flows before, during, and after a wet gas flow condition. Low viscosity oil was used as the liquid phase for the testing. On-board diagnostics from the Coriolis meters and auxiliary diagnostics for the turbine meters were used to determine if the presence and loading amount of the liquid could be determined.
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Crowe, Jeff. PR-261-15609-R02 Machine Learning Algorithms for Smart Meter Diagnostics � Part III (TR2777). Pipeline Research Council International, Inc. (PRCI), 2017. http://dx.doi.org/10.55274/r0011029.

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Our objective of this work was to investigate exclusively Daniel USMs. Sixty five thousand individual data points were used in MLA development which totaled over 18 hours of USM data from seven experimental data sets generated at three flow facilities. Six disturbance types were investigated (baseline, single elbow, double elbow out of plane, liquid, elbow header, and tee header). All experimental data was labeled with the disturbance type, if any, and deviation from baseline error. The MLA feature set was improved from the 2015 work by using gas flow conditions to compare measured and predict
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Pope, Jodie G., John D. Wright, Aaron N. Johnson, and Chris J. Crowley. Liquid Flow Meter Calibrations with the 0.1 L/s and the 2.5 L/s Piston Provers. National Institute of Standards and Technology, 2013. http://dx.doi.org/10.6028/nist.sp.250-1039r1.

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Robson, Brendan. PR-363-17602-R02 Gap Analysis in Liquid Volume Proving Methods. Pipeline Research Council International, Inc. (PRCI), 2018. http://dx.doi.org/10.55274/r0011466.

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The overall aim of the project is to identify the best practices in measurement system design and proving procedures in order to reduce measurement uncertainty. This is in recognition that improvements made to the calibration of flow meters would have a direct correlation in reducing system measurement uncertainty, improving overall pipeline balancing, and, amongst other benefits, reducing the minimum detection thresholds of leak detection systems. The project includes an extensive literature review of proving practices, standards, developments and case studies. This was balanced by an industr
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