• Title/Summary/Keyword: Drift card

Search Result 3, Processing Time 0.017 seconds

Design of the Voltage-Controlled Sinusoidal Oscillator Using an OTA-C Simulated Inductor

  • Park, Ji-Mann;Chung, Won-Sup;Park, Young-Soo;Jun, Sung-Ik;Chung, Kyo-Il
    • Proceedings of the IEEK Conference
    • /
    • 2002.07b
    • /
    • pp.770-773
    • /
    • 2002
  • Two sinusoidal voltage-controlled oscillators using linear operational transconductance amplifiers are presented in this paper: One is based on the positive-feedback bandpass oscillator model and the other on the negative-feedback Colpitts model. The bandpass VCO consists of a noninverting amplifier and a current-controlled LC-tuned circuit which is realized by two linear OTA's and two grounded capacitors, while the Colpitts VCO consists of an inverting amplifier and a current-controlled LC-tuned circuit realized by three linear OTA's and three grounded capacitors. Prototype circuits have been built with discrete components. The experimental results have shown that the Colpitts VCO has a linearity error of less than 5 percent, a temperature coefficient of less than rm 100 ppm/$^{circ}C$, and a $pm1.5 Hz $frequency drift over an oscillation frequency range from 712Hz to 6.3kHz. A total harmonic distortion of 0.3 percent has been measured for a 3.3kHz oscillation and the corresponding peak-to-peak amplitude was 1V. The experimental results for bandpass VCO are also presented.

  • PDF

Quantitative Estimation Method for ML Model Performance Change, Due to Concept Drift (Concept Drift에 의한 ML 모델 성능 변화의 정량적 추정 방법)

  • Soon-Hong An;Hoon-Suk Lee;Seung-Hoon Kim
    • KIPS Transactions on Software and Data Engineering
    • /
    • v.12 no.6
    • /
    • pp.259-266
    • /
    • 2023
  • It is very difficult to measure the performance of the machine learning model in the business service stage. Therefore, managing the performance of the model through the operational department is not done effectively. Academically, various studies have been conducted on the concept drift detection method to determine whether the model status is appropriate. The operational department wants to know quantitatively the performance of the operating model, but concept drift can only detect the state of the model in relation to the data, it cannot estimate the quantitative performance of the model. In this study, we propose a performance prediction model (PPM) that quantitatively estimates precision through the statistics of concept drift. The proposed model induces artificial drift in the sampling data extracted from the training data, measures the precision of the sampling data, creates a dataset of drift and precision, and learns it. Then, the difference between the actual precision and the predicted precision is compared through the test data to correct the error of the performance prediction model. The proposed PPM was applied to two models, a loan underwriting model and a credit card fraud detection model that can be used in real business. It was confirmed that the precision was effectively predicted.

The Variations of Oceanic Conditions and the Distributions of Eggs and Larvae of Anchovy in the Southern Sea of Korea in Summer (하계 한국 남해의 해황 변동과 멸치 초기 생활기 분포특성)

  • Choo Hyo Sang
    • Korean Journal of Fisheries and Aquatic Sciences
    • /
    • v.35 no.1
    • /
    • pp.77-85
    • /
    • 2002
  • In the southern sea of Korea and the areas of Tsushima warm currents the relationship between the distributions of eggs and larvae of anchovy (Engraulis japonica) and oceanic conditions was examined on July and August 1997, The south Korean coastal waters, the water temperature of below $20\~23^{\circ}$ and the salinity of above 33.0 (PSU), the mixed waters between the south Korean coastal waters and the Tsushima warm currents, $21\~25^{\circ}$ and $32.0\~32.5$ and the Tsushima warm currents, above $26^{\circ}$ and below 31.5 were distributed at the surface layer. The Tsushima warm currents were distributed at the northeast of Jeju Is. and off the southern sea of Korea. As an appearance of warm streamer, the mixed waters were intruded into the coastal areas of Komun Is.$\~$Sori Is. and Sori Is.$\~$Yokji Is.. Approximate paths of surface water by the drift card experiments were similar with the intrusions of the warm water identified from the water temperature and salinity distributions. The distributions of chlorophyll concentration were consistent with the distributions of water temperature and salinity, Anchovy eggs and larvae were mostly distributed at Komun Is., Yokji Is, and the southwest of Koie Is. where chlorophyll concentrations were high and cyclonic circulations by the warm water intrusions (warm streamers) were formed.