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Controlled-Current Coulometry: Overview01:27

Controlled-Current Coulometry: Overview

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Controlled current coulometry, also known as amperostatic coulometry, is a technique used in electrochemical analysis to measure the quantity of a substance through the controlled passage of current. It involves the application of a constant current to an electrochemical cell containing the analyte of interest. As the current flows through the cell, the analyte undergoes a redox reaction at the electrode surface, resulting in a charge transfer. By monitoring the time required for a certain...
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Electrical Current01:10

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Electrical current is defined as the rate at which charge flows. When there is a large current present, such as that used to run a refrigerator, a large amount of charge moves through the wire in a small amount of time. If the current is small, such as that used to operate a handheld calculator, a small amount of charge moves through the circuit over a long period of time. The SI unit for current is the ampere (A), named for the French physicist André-Marie Ampère (1775–1836).
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Linear Circuits01:17

Linear Circuits

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A linear circuit is characterized by its output having a direct proportionality to its input, adhering to the linearity property, which encompasses the principles of homogeneity (scaling) and additivity. Homogeneity dictates that when the input, also referred to as the excitation, is multiplied by a constant factor, the output, known as the response, is correspondingly scaled by the same constant factor. For instance, if the current is multiplied by a constant 'k,' the voltage likewise...
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Pulse rhythm01:30

Pulse rhythm

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Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
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Three-Phase Short Circuit—Unloaded Synchronous Machine01:21

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Conducting a three-phase short circuit test on an unloaded synchronous machine helps understand its impact on the system. The AC fault current's oscillogram, with the DC offset removed, reveals that the waveform amplitude decreases from an initially high value to a steady-state level for one phase of the machine.
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Transient and Steady-state Response01:24

Transient and Steady-state Response

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In control systems, test signals are essential for evaluating performance under various conditions. The ramp function is effective for systems undergoing gradual changes, while the step function is suitable for assessing systems facing sudden disturbances. For systems subjected to shock inputs, the impulse function is the most appropriate test signal.
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Updated: Jul 19, 2025

Measurement of Bioelectric Current with a Vibrating Probe
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Rule-Based Non-Intrusive Load Monitoring Using Steady-State Current Waveform Features.

Hussain Shareef1, Madathodika Asna1, Rachid Errouissi1

  • 1Electrical and Communication Engineering Department, United Arab Emirates University, Al Ain 15551, United Arab Emirates.

Sensors (Basel, Switzerland)
|August 12, 2023
PubMed
Summary

This study introduces a new non-intrusive load monitoring (NILM) technique, CRuST, that accurately identifies individual electricity usage. CRuST achieves over 96% accuracy, outperforming existing methods with fewer data requirements.

Keywords:
current waveformevent detectionfeature extractionload identificationnon-intrusive load monitoringset theory

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Area of Science:

  • Electrical Engineering
  • Energy Systems
  • Artificial Intelligence

Background:

  • Effective energy monitoring is crucial for reducing power consumption.
  • Non-intrusive load monitoring (NILM) offers a cost-efficient approach to disaggregate energy usage from aggregate measurements.
  • Current NILM techniques often demand extensive datasets or complex algorithms for high performance.

Purpose of the Study:

  • To propose a novel NILM technique, CRuST (Current waveform features with Rule-based Set Theory), for accurate individual load identification.
  • To develop a NILM system that requires fewer data and simpler algorithms compared to existing methods.
  • To evaluate the performance and accuracy of the proposed CRuST NILM technique.

Main Methods:

  • The CRuST NILM architecture involves event detection using current waveform features, signal preprocessing, feature extraction, and load identification.
  • An event detection stage identifies changes in connected loads based on current waveform characteristics.
  • Load identification utilizes six extracted current waveform features and an appliance model within a rule-based set theory framework.

Main Results:

  • The CRuST NILM technique demonstrated over 96% accuracy across various test scenarios.
  • The proposed method achieved superior performance compared to feed-forward back-propagation networks and other existing NILM approaches.
  • CRuST NILM effectively identifies the event-causing load using extracted features and an appliance model.

Conclusions:

  • The CRuST NILM technique provides a highly accurate and efficient solution for disaggregating electricity energy usage.
  • This approach overcomes limitations of existing NILM methods by requiring less data and employing a more straightforward algorithm.
  • CRuST NILM offers a promising advancement in smart energy monitoring and management systems.