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基于复合机器算法的致密气井产能预测模型——以鄂尔多斯盆地SM区块为例 被引量:1
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作者 柳洁 田冷 +6 位作者 刘士鑫 李宁 张佳超 平曦 马旭晴 周建 张楠 《大庆石油地质与开发》 CAS 北大核心 2024年第5期69-78,共10页
产能精准预测是致密气藏经济高效开发的关键环节。传统产能预测方法假设条件严苛,因而在实际现场应用存在精度较低的问题。为了进一步提高致密气产能预测的精度,以鄂尔多斯盆地SM致密砂岩气藏压裂直井作为研究对象,综合考虑地质参数、... 产能精准预测是致密气藏经济高效开发的关键环节。传统产能预测方法假设条件严苛,因而在实际现场应用存在精度较低的问题。为了进一步提高致密气产能预测的精度,以鄂尔多斯盆地SM致密砂岩气藏压裂直井作为研究对象,综合考虑地质参数、压裂施工参数,应用K-近邻、多元线性回归、支持向量机、随机森林、BP神经网络和复合机器学习算法搭建了气井产能预测模型,并应用机器学习模型分别预测了SM致密气藏的气井产能;测试集气井产能真实值和预测值的均方误差、均方根误差、平均绝对百分比误差和决定系数分别是1.2、1.1、9.5、0.96。实例分析结果表明,复合机器学习模型预测精度高于其他机器学习模型,决定系数为0.97,相较于气井产能公式提高了0.02,适用于对本区块进行气井产能预测,可以实现基于数据的快速预测,最终选择复合机器学习模型作为研究区气井产能预测模型。研究成果可为致密气藏的产能预测提供理论指导。 展开更多
关键词 致密气 气井产能 机器学习 地质参数 压裂施工参数 鄂尔多斯盆地
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经济新常态下加强公立医院建设工程内部审计探讨 被引量:3
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作者 平熹 张俊 《中小企业管理与科技》 2019年第2期72-73,共2页
我国公立医院的建设发展在经济新常态的环境中受到较多关注,这就需要公立医院加强建筑工程内部审计工作,从而较大程度上提高建筑工程质量,对公立医院开支情况进行有效控制。其也能为医院适应经济新常态发展奠定良好基础,为医院的发展提... 我国公立医院的建设发展在经济新常态的环境中受到较多关注,这就需要公立医院加强建筑工程内部审计工作,从而较大程度上提高建筑工程质量,对公立医院开支情况进行有效控制。其也能为医院适应经济新常态发展奠定良好基础,为医院的发展提供助力。 展开更多
关键词 经济新常态 公立医院建设 内部审计
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鄂尔多斯盆地延长组长7烃源岩评价 被引量:2
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作者 冯昊楠 张楠 +3 位作者 陈颖 平曦 李昊隆 王龙玉 《当代化工》 CAS 2022年第4期985-988,共4页
鄂尔多斯盆地位于中国的大陆中部,石油资源总量超过100亿t,是中国大型综合性能源替代基地。以鄂尔多斯盆地延长组长7烃源岩作为研究对象,结合钻井、录井及测井等测试手段,分析了长7烃源岩的沉积背景、分布规律以及地球化学特征,进而对... 鄂尔多斯盆地位于中国的大陆中部,石油资源总量超过100亿t,是中国大型综合性能源替代基地。以鄂尔多斯盆地延长组长7烃源岩作为研究对象,结合钻井、录井及测井等测试手段,分析了长7烃源岩的沉积背景、分布规律以及地球化学特征,进而对其生烃潜力进行了评价。结果表明:研究区长7沉积期主要发育湖相,长73是湖盆发育的鼎盛时期,主要发育深灰色、灰黑色泥岩相,黑色页岩相及灰色粉砂岩相;烃源岩主要分布在长73段,厚度相对较大,横向上连续性好,分布范围较大,最大厚度超过30 m;从有机质丰度、有机质类型、有机质成熟度3个方面,通过对研究区长7烃源岩的综合评价,发现有机质类型主要为Ⅰ型和Ⅱ1。研究区长7烃源岩较低的成熟度说明烃源岩的热演化程度较低,生成油气少,保存的有机质多,即所含的有机质具有巨大的生烃潜力。 展开更多
关键词 鄂尔多斯盆地 延长组 长7烃源岩 生烃能力 能力评价
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Smoothing Parametric Design of Addendum Surfaces for Sheet Metal Forming
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作者 Jixing Li Tao Ning +3 位作者 ping xi Bifu Hu Tian Wang Jiong Yang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2020年第1期75-82,共8页
The manual design of addendum surfaces on common CAD platforms is very tedious which requires many trialscorrections,which will certainly a ect the construction e ciency and quality of addendum surfaces,and then a ect... The manual design of addendum surfaces on common CAD platforms is very tedious which requires many trialscorrections,which will certainly a ect the construction e ciency and quality of addendum surfaces,and then a ect the formability and quality of the workpiece in the process of sheet forming.In this paper,an automatic procedure based on parametric design method is proposed for the rapid construction of the addendum surfaces.The kernel of the parametric method is constructing boundary curves based on the shape of surfaces of workpiece and designing guide curves based on Hermite curve interpolation.By some simple parameters,the shape of the addendum surfaces could be controlled and adjusted easily.In addition,a minimum energy optimization method is employed to further optimize the constructed addendum surface.A finite element analysis for the sheet forming process is performed to evaluate the forming quality of constructed addendum surfaces.The instance illustrates that the addendum surface constructed by the proposed method could ensure both the overall smoothing of surfaces and the final forming quality,and it has a good e ect on springback after forming.This research proposes a smoothing parametric design method for addendum surfaces construction which could construct and optimize addendum surfaces rapidly. 展开更多
关键词 CAD/CAM PARAMETRIC design CURVE optimization ADDENDUM surface Sheet FORMING
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勾股方程与二次剩余
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作者 郗平 郑钧仁 《数学学报(中文版)》 CSCD 北大核心 2024年第2期220-226,共7页
孙智伟教授猜测:对于每个奇素数p>100,可要求勾股方程x^(2)+y^(2)=z^(2)的解x,y,z∈[1,p],且分别为模p的二次剩余或者二次非剩余(共八种情形).对于所有充分大的素数p,本文证明了这一猜测,其方法主要涉及Lillian B.Pierce和Junyan Xu... 孙智伟教授猜测:对于每个奇素数p>100,可要求勾股方程x^(2)+y^(2)=z^(2)的解x,y,z∈[1,p],且分别为模p的二次剩余或者二次非剩余(共八种情形).对于所有充分大的素数p,本文证明了这一猜测,其方法主要涉及Lillian B.Pierce和Junyan Xu所证明的关于多元高次型的特征和的Burgess界. 展开更多
关键词 勾股方程 二次剩余 特征和 Burgess界
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Bilinear forms with trace functions over arbitrary sets and applications to Sato-Tate 被引量:1
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作者 ping xi 《Science China Mathematics》 SCIE CSCD 2023年第12期2819-2834,共16页
We prove non-trivial upper bounds for general bilinear forms with trace functions of bountiful sheaves,where the supports of two variables can be arbitrary subsets in F_(p) of suitable sizes.This essentially recovers ... We prove non-trivial upper bounds for general bilinear forms with trace functions of bountiful sheaves,where the supports of two variables can be arbitrary subsets in F_(p) of suitable sizes.This essentially recovers the Polya-Vinogradov range,and also applies to symmetric powers of Kloosterman sums and Frobenius traces of elliptic curves.In the case of hyper-Kloosterman sums,we can beat the Pólya-Vinogradov barrier by combining additive combinatorics with a deep result of Kowalski,Michel and Sawin(2017) on sum-products of Kloosterman sheaves.Two Sato-Tate distributions of Kloosterman sums and Frobenius traces of elliptic curves in sparse families are also concluded. 展开更多
关键词 bilinear forms l-adic sheaves Riemann Hypothesis over finite fields Sato-Tate distribution Kloosterman sums elliptic curves
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Quadratic Residues and Non-residues for Infinitely Many Piatetski-Shapiro Primes
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作者 ping xi 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2013年第3期515-522,共8页
In this paper, we prove a quantitative version of the statement that every nonempty finite subset of N+ is a set of quadratic residues for infinitely many primes of the form [nc] with 1 〈 c 〈 243/205. Corresponding... In this paper, we prove a quantitative version of the statement that every nonempty finite subset of N+ is a set of quadratic residues for infinitely many primes of the form [nc] with 1 〈 c 〈 243/205. Correspondingly, we can obtain a similar result for the case of quadratic non-residues under reasonable assumptions. These results generalize the previous ones obtained by Wright in certain aspects. 展开更多
关键词 Quadratic residue quadratic non-residue Piatetski-Shapiro prime
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Kloosterman Sums and a Problem of D.H.Lehmer
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作者 ping xi Yuan YI 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2020年第3期361-370,共10页
A classical problem of D. H. Lehmer suggests the study of distributions of elements of Z/pZ of opposite parity to the multiplicative inverse mod p. Zhang initiated this problem and found an asymptotic evaluation of th... A classical problem of D. H. Lehmer suggests the study of distributions of elements of Z/pZ of opposite parity to the multiplicative inverse mod p. Zhang initiated this problem and found an asymptotic evaluation of the number of such elements. In this paper, an asymptotic formula for the fourth moment of the error term of Zhang is proved,from which one may see that Zhang’s error term is optimal up to the logarithm factor.The method also applies to the case of arbitrary positive integral moments. 展开更多
关键词 D.H.Lehmer problem Kloosterman sum MOMENT
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On the Products Arising from the Kummer Conjecture
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作者 Jun Huai ZHANG Yuan YI ping xi 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2012年第8期1677-1688,共12页
Let q be a sufficiently large integer and X be a Dirichlet character modulo q. In this paper, we extend the product x(-1)=-1 L(1, X) with prime q, arising from the Kummer conjecture, to the products of some genera... Let q be a sufficiently large integer and X be a Dirichlet character modulo q. In this paper, we extend the product x(-1)=-1 L(1, X) with prime q, arising from the Kummer conjecture, to the products of some general Dirichlet series, and give some meaningful estimates for them. 展开更多
关键词 Kummer conjecture I)irichlet L-function Dirichlet character
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