• Title/Summary/Keyword: Unit water content

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An Experimental Study on the Evaluation of Unit-Water Content of High Strength Concrete by Frequency Domain Reflectometry Sensor (고주파수분센서를 통한 고강도 콘크리트 단위수량 평가에 관한 실험적 연구)

  • Youn, Ji-Won;Lee, Seung-Yeop;Yu, Seung-Hwan;Yang, Hyun-Min;Lee, Han-Seung
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2023.11a
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    • pp.173-174
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    • 2023
  • In this study, unit-water content was measured using a frequency domain reflecometry(FDR) sensor that complements the problems of the existing unit-water content measurement method to evaluate the unit-water content affecting the workability, durability, and quality of high strength concrete. The experiment used the unit-water content of high strength concrete as a variable, and the accuracy and probability distribution of the unit-water content measured through deep learning were analyzed for the output value output through the FDR sensor. In the case of the unit-water content predicted by deep learning analysis, a high accuracy and high distribution of more than 93% were found within the error range of ± 10 kg/m3. In the future, research is needed to secure high reliability by utilizing data obtained through experiments with various variables.

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A Study on the Investigation of Performance for Evaluation Method of Unit Water Content of Fresh Concrete (굳지 않은 콘크리트 단위수량 추정기법의 성능 검토에 관한 연구)

  • Kim, Yong-Ro;Choi, Il-Ho;Jung, Yang-Hee;Kim, Hyo-Rak;Lee, Do-Bum
    • Proceedings of the Korea Concrete Institute Conference
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    • 2005.11a
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    • pp.367-370
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    • 2005
  • In this study, air meter method and capacitance measurement method to apply economically at quality control of ready-mixed concrete among various unit water content measurement technique was selected. Then, it was evaluated estimating performance of unit water content according to the change of water-binder ratio and unit water content. Also, it was examined influence about error occurrence of unit water content by change of properties of used materials. Finally, based on this study, it was proposed fundamental data to utilize measurement technique of unit water content to quality control. of ready-mixed concrete in construction field.

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An Experimental Study on Prediction of Unit-Water Content of Cement Paste Using Ultrasonic Equipment (초음파 장비를 활용한 시멘트 페이스트 단위수량 예측에 관한 실험적 연구)

  • Cho, Yang-Je;Lee, Han-Seung
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2020.06a
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    • pp.33-34
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    • 2020
  • Unit-water content is an element directly related to durability and unit-water content of concrete used at construction site has a great effect on the durability of construction structure. Many methods are being discussed for more convenient and accurate measurements of unit-water content. Therefore, an experimental study was conducted on the prediction of unit-water content using ultrasonic equipment. Depending on the amount of cement in cement paste, the speed of ultrasonic waves varies and the experiment will be carried out using the same reception sensitivity in the future.

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An Experimental Study on the Evaluation of Concrete Unit-Water Content Using High Frequency Moisture Sensor (FDR) (고주파수분센서(FDR)를 활용한 콘크리트 단위수량 평가에 관한 실험적 연구)

  • Lee, Seung-Yeop;Yang, Hyun-Min;Lee, Han-Seung
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2021.11a
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    • pp.59-60
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    • 2021
  • The unit-water content has a major problem in concrete structures which leads to micro cracks on the concrete during drying time. Thus, the compressive strength and durability of the concrete structures are significantly reduced. Several techniques have been developed to measure the unit-water content in concrete structures such as heating drying, unit volume mass, and capacitance measurements. However, these techniques have problems in during measurement such as longer time, expensive and difficult in analysis of data. Frequency Domain Reflectivity (FDR) is one of the sensors which used to measure the water content. This method has several advantages including easy to measure, inexpensive, and capable of measuring moisture in real time. In this study, an attempt has been made to evaluate the unit-water content in concrete using the FDR sensor and interpret the data with deep learning method.

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An Experimental Study on the Evaluation of Concrete Unit-Water Content by Aggregate Type Using Frequency Domain Reflectometry Sensor (고주파수분센서를 이용한 골재 종류에 따른 콘크리트 단위수량 평가에 관한 실험적 연구)

  • Youn, Ji-Won;Lee, Seung-Yeop;Yu, Seung-Hwan;Yang, Hyun-Min;Lee, Han-Seung
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2023.05a
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    • pp.201-202
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    • 2023
  • Recently, interest in concrete quality has been increasing. It is important to manage these factors due to unit-water content and aggregate quality that affect concrete quality. In this study, the unit-water content of concrete was measured through an economical, easy-to-measure, and portable Frequency Domain Reflecmetry sensor among micro-methods that compensated for the shortcomings of existing concrete unit-water content measurement methods. As a result of predicting the unit-water content, the accuracy within the ± 10 kg/m3 error range was confirmed to be more than 72% of all factors. In order to ensure high accuracy, it is considered necessary to conduct an experiment to evaluate the unit-water content by conducting additional experiments according to other variables and factors.

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A Study on the Evaluation of Concrete Unit-Water Content of FDR Sensor Using Deep Learning and Machine Learning (딥러닝과 머신러닝을 이용한 FDR 센서의 콘크리트 단위수량 평가에 관한 연구)

  • Lee, Seung-Yeop;Youn, Ji-Won;Wi, Gwang-Woo;Yang, Hyun-Min;Lee, Han-Seung
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2022.11a
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    • pp.29-30
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    • 2022
  • The unit-water content has a very significant effect on the durability of the construction structure and the quality of concrete. Although there are various methods for measuring the unit-water content, there are problems of time required for measurement, precision, and reproducibility. Recently, there is an FDR sensor capable of measuring moisture content in real time through an apparent dielectric constant change of electromagnetic waves. In addition, various artificial intelligence techniques that can non-linearly supplement the accuracy of FDR sensors are being studied. In this study, the accuracy of unit-water content measurement was compared and evaluated using machine learning and deep learning techniques after normalizing the data secured in concrete using frequency domain reflectometry (FDR) sensors used to measure soil moisture at home and abroad. The result of comparing the accuracy of machine learning and deep learning is judged to be excellent in the accuracy of deep learning, which can well express the nonlinear relationship between FDR sensor data and concrete unit-water content.

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An Experimental Study on the Evaluation of Unit-Water Content in Mortar Using High Frequency Moisture Sensor (고주파 수분 센서를 이용한 모르타르의 단위수량 평가에 관한 실험적 연구)

  • Cho, Yang-Je;Yu, Seung-Hwan;Yang, Hyun-Min;Yoon, Jong-Wan;Park, Tae-Joon;Lee, Han-Seung
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2021.05a
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    • pp.17-18
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    • 2021
  • The unit-water content of concrete is one of the important factors in determining the quality of concrete and is directly related to the durability of the construction structure, and the current method of measuring the unit-water content of concrete is applied by the Air Meta Act and the Electrostatic Capacity Act. However, there are complex and time-consuming problems with measurement methods. Therefore, high frequency moisture sensor was used for quick and high measurement, and unit-water content of mortar was evaluated through machine running and deep running based on measurement big data.

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An Fundamental Study on the Measurement of Cement Mortar Unit-Water Content Using High Frequency Moisture Sensor (고주파 수분 센서를 이용한 시멘트 모르타르의 단위수량 측정에 관한 기초적 연구)

  • Cho, Yang-Je;Kim, Min-Seo;Yoon, Jong-Wan;Park, Tae-Joon;Lee, Han-Seung
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2020.11a
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    • pp.6-7
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    • 2020
  • The unit-water content of concrete is one of the important factors in determining the quality of concrete and is directly related to the durability of the construction structure, and the current method of measuring the unit-water content of concrete is applied by the Air Meta Act and the Electrostatic Capacity Act. However, there are complex and time-consuming problems with measurement methods. Therefore, high frequency moisture sensor was used for quick and high measurement, and unit-water content of mortar was evaluated through machine running and deep running based on measurement big data.

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An Experimental Study on the Evaluation of Mortat Unit-Water Content by Powder Ratio Using Frequency Domain Reflectometry Sensor (고주파수분센서를 활용한 분체 비율별 모르타르 단위수량 평가에 관한 실험적 연구)

  • Youn, Ji-Won;Lee, Seung-Yeop;Wi, Kwang-Woo;Yang, Hyun-Min;Lee, Han-Seung
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2022.11a
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    • pp.109-110
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    • 2022
  • Currently, interest in the quality of concrete is increasing. Among the important factors for evaluating the quality of concrete, interest in unit-water content is also increasing. Currently, the air-meter method, the microwave oven drying method, the capacitance method, and the microwave penetration method are used to measure the unit-water content of concrete.. Among the above methods, except for the microwave method, the measurement method is complicated, portability is reduced, and economic efficiency is reduced. This research aims to measure a unit-water content by using a Frequency Domain Reflectometry(FDR) sensor that is economical, simple to measure, and portable among microwave methods. In addition, it is an experimental study to determine the accuracy of unit-water content using a single input residual model during deep learning to solve the limitations of the FDR sensor.

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A Study on Influencing Factors of Unit-Water Measurement method according to Electrostatic capacity (정전용량에 따른 단위수량 측정기법의 영향인자에 대한 실험적 연구)

  • We, Joon-Woo;Lee, Young-Jin;Kim, Jeong-Jin
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2013.05a
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    • pp.232-233
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    • 2013
  • The unit-water content in fresh concrete determines consistency, and play an important role in condensing the structure of concrete and enhancing the durability of concrete. The capacitance measurement method measure quickly unit-water content and is the best way to apply to construction site. In this study, the unit-water content of capacitance measurement method is estimated according to types and replacemment ratio of admixture. and the field application of capacitance measurement method is reviewed.

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