Newtonized sparse channel estimation for mud pulse telemetry

IF 4.6 0 ENERGY & FUELS
Zitong Sha , Jiang Zhu , Jiaxun Lu , Yanbing Fu , Xingbin Tu , Zhujun Zhang , Yan Wei , Fengzhong Qu
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Abstract

With the growing demand for oil and gas resources, exploration has expanded into ultra-deep, offshore, and unconventional fields, necessitating high-speed and reliable real-time data transmission during drilling. Traditional mud pulse telemetry (MPT) systems, limited to communication rates of 0.5–5 bps, fail to meet these requirements, prompting the development of systems capable of achieving 12 bps or more. This study introduces a precise channel estimation method, newtonized orthogonal matching pursuit (NOMP), to reveal the detailed characteristics of mud pulse channel, including attenuation, distortion, and multi-path effects in mud pulse channels. The performance of the NOMP method is demonstrated through simulations, showcasing its superior accuracy and adaptability compared to traditional methods. The NOMP channel estimation method is employed to analyze representative MPT scenarios, including 5000 m water circulation, 3000 m real well, and 1600 m while-drilling experiments. Based on the channel estimation results, we summarize the characteristics of arrival paths across various scenarios and reveal the Poisson distribution of the arrival delays. In all simulations and experiments, the mean square error of NOMP is lower than that of traditional method. In all conducted simulations and experiments, NOMP demonstrates superior performance compared to traditional methods in terms of channel estimation accuracy, computational complexity, and robustness.
泥浆脉冲遥测的牛顿化稀疏信道估计
随着石油和天然气资源需求的不断增长,勘探领域已经扩展到超深、海上和非常规领域,这就需要在钻井过程中高速、可靠的实时数据传输。传统的泥浆脉冲遥测(MPT)系统被限制在0.5 - 5bps的通信速率,无法满足这些要求,因此需要开发能够达到12bps或更高速率的系统。本研究引入了一种精确的通道估计方法——牛顿化正交匹配追踪(NOMP),以揭示泥浆脉冲通道的详细特征,包括衰减、失真和泥浆脉冲通道中的多径效应。仿真结果表明,与传统方法相比,NOMP方法具有更高的精度和适应性。采用NOMP通道估计方法,分析了具有代表性的MPT场景,包括5000 m水循环、3000 m实井和1600 m随钻实验。基于信道估计结果,总结了不同场景下的到达路径特征,揭示了到达延迟的泊松分布。在所有的仿真和实验中,NOMP方法的均方误差都低于传统方法。在所有已进行的仿真和实验中,NOMP在信道估计精度、计算复杂度和鲁棒性方面都表现出优于传统方法的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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