• 제목/요약/키워드: Petrochemical

검색결과 705건 처리시간 0.024초

장단기 앙상블 모델과 이미지를 활용한 주가예측 향상 알고리즘 : 석유화학기업을 중심으로 (Stock Price Prediction Improvement Algorithm Using Long-Short Term Ensemble and Chart Images: Focusing on the Petrochemical Industry)

  • 방은지;변희용;조재민
    • 한국멀티미디어학회논문지
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    • 제25권2호
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    • pp.157-165
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    • 2022
  • As the stock market is affected by various circumstances including economic and political variables, predicting the stock market is considered a still open problem. When combined with corporate financial statement data analysis, which is used as fundamental analysis, and technical analysis with a short data generation cycle, there is a problem that the time domain does not match. Our proposed method, LSTE the operating profit and market outlook of a petrochemical company and estimates the sales and operating profit of the company, it was possible to solve the above-mentioned problems and improve the accuracy of stock price prediction. Extensive experiments on real-world stock data show that our method outperforms the 8.58% relative improvements on average w.r.t. accuracy.

Flow performance of cryomodules in C-ADS Injector II

  • WAN, Yu-Qin;HAN, Yan-Ning;Zhang, Jun-Hui;Li, Chao
    • 한국초전도ㆍ저온공학회논문지
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    • 제24권3호
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    • pp.74-78
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    • 2022
  • Two β=0.10 cryomodules are required for the China Accelerator Driven Subcritical System (C-ADS) injector II accelerator. Flow design is of great importance in the performance of cryomodules, including thermal design, flow distribution, pressure drop and so on. This paper will study convection heat transfer of helium and relation among the pipe diameter, mass flow rate and Reynolds number. Furthermore, the influence of flow geometries on pressure drop and flow distribution will also be done. It was found that the theoretical flow distribution were in good agreement with the experimental data.

Study of thermoacoustic oscillations in half-open tubes for saturated superfluid helium

  • Wang, Xianjin;Niu, Xiaofei;Bai, Feng;Zhang, Junhui;Chen, Shuping
    • 한국초전도ㆍ저온공학회논문지
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    • 제24권3호
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    • pp.68-73
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    • 2022
  • Thermoacoustic oscillations (TAOs) are spontaneous pressure oscillations frequently seen in hydrogen or helium cryogenic systems. Half-open tubes connected to cryogenic fluid with a closed room temperature end have a high potential for oscillation generation. Thermoacoustic oscillations will result in significant pressure fluctuations and additional heat load, endangering the security and stability of the cryogenic system. The goal of this paper is to investigate TAOs in superfluid helium using both theoretical and experimental methods. Five half-open tubes with varied typical inner diameters inserted into superfluid helium were installed in a test cryostat. The onset characteristics of thermoacoustic oscillations were presented and studied. The effect of temperature profile was discussed. Finally, a simple eliminating method was introduced.