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Cooling system plays a critical role in a modern data center (DC). Developing an optimal control policy for DC cooling system is a challenging task. The prevailing approaches often rely on approximating system models that are built upon the…

人工智能 · 计算机科学 2018-07-19 Yuanlong Li , Yonggang Wen , Kyle Guan , Dacheng Tao

Industrial and power systems rely on engineering predictions of the flow properties of working fluids. The paper proposes a way of the utilization of the vapor quality values along the new retrograde condensation curve in the generation of…

流体动力学 · 物理学 2014-02-14 Mark S. Labinov

The detrended fluctuation analysis (DFA) is one of the most widely used tools for the detection of long-range correlations in time series. Although DFA has found many interesting applications and has been shown as one of the best performing…

统计力学 · 物理学 2020-03-18 G. Sikora , M. Hoell , A. Wylomanska , J. Gajda , A. V. Chechkin , H. Kantz

Transformers are critical assets in power systems and transformer failures can cause asset damage, customer outages, and safety concerns. Dominion Energy has a sophisticated monitoring process for the transformers. One of the most…

信号处理 · 电气工程与系统科学 2019-09-06 Xianda Deng , Kyle Thomas , Huiying Huang , Scott P Adams , Hesen Liu

Data-driven and non-intrusive DMDc and DMDspc models successfully expedite the reconstruction and forecasting of CO2 fluid flow with acceptable accuracy margins, aiding in the rapid optimization of geological CO2 storage forecast and…

计算物理 · 物理学 2025-04-01 Dimitrios Voulanas , Eduardo Gildin

In this work, we develop the asymptotic theory of the Detrended Fluctuation Analysis (DFA) and Detrended Cross-Correlation Analysis (DCCA) for trend-stationary stochastic processes without any assumption on the specific form of the…

统计理论 · 数学 2022-11-16 Taiane Schaedler Prass , Guilherme Pumi

Forecasting natural gas consumption, considering seasonality and trends, is crucial in planning its supply and consumption and optimizing the cost of obtaining it, mainly by industrial entities. However, in times of threats to its supply,…

机器学习 · 计算机科学 2024-08-13 Radek Svoboda , Sebastian Basterrech , Jedrzej Kozal , Jan Platos , Michal Wozniak

Establishing accurate field development parameters to optimize long-term oil production takes time and effort due to the complexity of oil well development, and the uncertainty in estimating long-term well production. Traditionally, oil and…

机器学习 · 计算机科学 2024-02-27 Anjie Liu , Jinglang W. Sun , Anh Ngo , Ademide O. Mabadeje , Jose L. Hernandez-Mejia

Based on the well-known Detrended Fluctuation Analysis (DFA) for time series, in this work we describe a DFA for continuous real variable functions. Under certain conditions, DFA accurately predicts the long-term auto-correlation of the…

混沌动力学 · 物理学 2023-04-11 Luis Gil-Maqueda , Benjamín A. Itzá-Ortiz

In this work we propose and demonstrate a method to estimate the flowing gas-oil ratio and composition of a hydrocarbon well stream using measurements of pressure and temperature across a production choke. The method consists of using a…

计算工程、金融与科学 · 计算机科学 2024-10-03 Seok Ki Moon , Milan Stanko

Fast forecasting of reservoir pressure distribution in geologic carbon storage (GCS) by assimilating monitoring data is a challenging problem. Due to high drilling cost, GCS projects usually have spatially sparse measurements from wells,…

Microorganisms have developed complex regulatory features controlling their reaction and internal adaptation to changing environments. When modeling these organisms we usually do not have full understanding of the regulation and rely on…

最优化与控制 · 数学 2018-04-05 Henning Lindhorst , Alexandra-M. Reimers , Steffen Waldherr

The prediction of the gas production from mature gas wells, due to their complex end-of-life behavior, is challenging and crucial for operational decision making. In this paper, we apply a modified deep LSTM model for prediction of the gas…

机器学习 · 计算机科学 2018-02-16 Kelvin Loh , Pejman Shoeibi Omrani , Ruud van der Linden

Detrended Fluctuation Analysis (DFA) is widely used to assess the presence of long-range temporal correlations in time series. Signals with long-range temporal correlations are typically defined as having a power law decay in their…

定量方法 · 定量生物学 2013-06-24 Maria Botcharova , Simon F Farmer , Luc Berthouze

We describe a stacked model for predicting the cumulative fluid production for an oil well with a multistage-fracture completion based on a combination of Ridge Regression and CatBoost algorithms. The model is developed based on an extended…

Life cycle analysis (LCA) has emerged as a vital tool for assessing the environmental impacts of products, processes, and systems throughout their entire lifecycle. It provides a systematic approach to quantifying resource consumption,…

系统与控制 · 电气工程与系统科学 2025-06-03 Niraj Gohil , Nawshad Haque , Amgad Elgowainy , Amro M. Farid

The design and optimization of cryogenic propellant storage tanks for NASA's future space missions require fast and accurate predictions of long-term fluid behaviors. Computational fluid dynamics (CFD) techniques are high-fidelity but…

流体动力学 · 物理学 2025-04-28 Qiyun Cheng , Huihua Yang , Shanbin Shi , Wei Ji

Reliable temperature forecasting in Enhanced Geothermal Systems (EGS) is essential, yet petroleum-based decline curves and many machine-learning surrogates do not enforce geothermal heat transfer, while thermo-hydro-mechanical (THM)…

物理与社会 · 物理学 2026-01-08 Mina S. Khalaf

In under-balanced drilling, the bottom-hole pressure is kept below pore pressure, causing pressure dependent influx of reservoir gas into the wellbore that makes the system unstable at low drawdowns. In this paper we propose a feedback…

最优化与控制 · 数学 2021-12-09 Timm Strecker , Ulf Jakob F. Aarsnes

Detrended Fluctuation Analysis (DFA) is the most popular fractal analytical technique used to evaluate the strength of long-range correlations in empirical time series in terms of the Hurst exponent, $H$. Specifically, DFA quantifies the…

定量方法 · 定量生物学 2023-01-27 Aaron D. Likens , Madhur Mangalam , Aaron Y. Wong , Anaelle C. Charles , Caitlin Mills
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