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Quantum annealing for semi-supervised learning

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Chinese Physics B 2021年第4期30卷 74-80页

作者： Yu-Lin Zheng Wen Zhang Cheng Zhou Wei Geng Hisilicon research Huawei Technologies Co.Ltd.ShenzhenChina

Recent advances in quantum technology have led to the development and the manufacturing of programmable quantum annealers that promise to solve certain combinatorial optimization problems faster than their classical ***-supervised learning is a machine learning technique that makes use of both labeled and unlabeled data for training,which enables a good classifier with only a small amount of labeled *** this paper,we propose and theoretically analyze a graph-based semi-supervised learning method with the aid of the quantum annealing technique,which efficiently utilizes the quantum resources while maintaining good *** illustrate two classification examples,suggesting the feasibility of this method even with a small portion(30%) of labeled data involved.

关键词： quantum annealing semi-supervised learning machine learning

Distribution and significance of C~_(40) alkanes in the extracts of Cretaceous source rocks from the Songliao Basin

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Science China Earth Sciences 2007年第10期50卷 1510-1520页

作者： FENG ZiHui FANG Wei ZHANG JuHe LI ZhenGuang HUANG ChunYan WANG Xue ZHAO QinLing HUO QiuLi Exploration and Development research Institute Daqing Oilfield Company Ltd. Daqing 163712 China Exploration and Development Research Institute Daqing Oilfield Company Ltd. Daqing 163712 China Exploration and Development Research Institute Daqing Oilfield Company Ltd. Daqing 163712 China Exploration and Development Research Institute Daqing Oilfield Company Ltd. Daqing 163712 China Exploration and Development Research Institute Daqing Oilfield Company Ltd. Daqing 163712 China Exploration and Development Research Institute Daqing Oilfield Company Ltd. Daqing 163712 China Exploration and Development Research Institute Daqing Oilfield Company Ltd. Daqing 163712 China Exploration and Development Research Institute Daqing Oilfield Company Ltd. Daqing 163712 China

Source rock extracts and crude oils from the Songliao Basin were analyzed by high-temperature gas chromatography (HTGC), gas chromatography-mass spectrometry (HTGC-MS) and gas chromatography-isotope ratio-mass spectrometry (GC-IRMS), for high molecular-weight alkanes. The distributions of n-alkanes in the Nenjiang Formation extracts are in the C14―C63 range; a bimodal distribution occurs in the C-21 and C21―40 regions. The C30―C37 n-alkanes are accompanied by C29―C35 hopanes, whereas the high molecular-weight C45―C47 n-alkanes co-occur with abundant isoalkanes, alkylcyclohexanes and alkylcyclopentanes. The high δ 13C values of the n-alkanes and the microscopic maceral compositions indicate a highly diversified organic source input for the Nenjiang Formation source rocks, ranging from aquatic plants, blue alge-bacteria, to land plant material. In contrast, n-alkanes in the rock extracts of the Qingshankou Formation are characterized by a single modal distribution, with relatively low abundances of C29―C35 hopanes, but high molecular-weight isoalkanes, alkylcyclohexanes and alkylcyclopentanes. The relatively low δ 13C values of C22―C44 n-alkanes and organic material compositions indicate that the source rocks in the Qingshankou Formation contain dominantly type I algal organic matter. The relative abundance of C+40 compounds in source rocks changes little at low maturity stage, but decreases drastically at higher maturity levels, with a concurrent reduction in the odd/even carbon predominance. In crude oils, in contrast, the relative abundance of C+40 compounds appears to relate closely with the oil source and oil viscosity.

关键词： Songliao Basin, source rock, high-temperature gas chromatography (HTGC), high-temperature gas chromatography-mass spectrometry (HTGC-MS), gas chromatography-isotope ratio-mass spectrometry (GC-IRMS).

Real-Time Slab Quality Diagnosis and Analysis System Based on Solidification Mechanism

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Journal of Iron and Steel research International 2013年第12期20卷 40-46页

作者： FENG Ke WANG Shui-gen HAN Zhi-wei KONG Yi-wen CAO Jian-feng CISDI research and Development Co. Ltd. Continuous Casting Department CISDI Engineering Co.Ltd.

According to the two types of slab defects （surface crack and internal crack）, a real-time slab quality diag nosis and analysis system named CISDI_SQDS ONLINE R2011 was developed based on heat transfer and solidifica tion simulation, stress and strain calculation as well as metallurgical process analysis about continuous casting, com- bined with expert knowledge database for specific casting events. The respective crack formation indexes were intro duced as the theoretical reference data for slab quality level evaluation. Meanwhile, both the quality loss factors relat ed to casting metallurgical rules and the adjusting factors related to casting events were taken into full consideration, which was integrated organically with theoretical analysis and expert system. The system can be widely used as an important theoretical tool for prediction and control of slab quality in slab continuous casting process.

关键词： slab continuous casting internal crack surface crack quality diagnosis

A scalable synthesis of silicon nanoparticles as high-performance anode material for lithium-ion batteries

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Rare Metals 2019年第3期38卷 199-205页

作者： Jin Li Juan-Yu Yang Jian-Tao Wang Shi-Gang Lu China Automotive Battery research Institute Co. Ltd.General Research Institute for Nonferrous Metals

In this work, a scalable and cost-effective method including mechanical milling, centrifugation and spray drying was developed to fabricate Si *** synthesized Si nanoparticles show an average size of 62 nm and exhibit a narrow particle size distribution. The influence of particle sizes on electrochemical performance of Si-based electrode was investigated, and it is found that as the particle size decreases in the studied range, the Si particles show a lower specific capacity and a higher irreversible capacity loss(ICL). Furthermore, an oxide layer with thickness of ～3 nm was detected on the surface of the as-received Si nanoparticles, and this layer can be effectively removed by hydrofluoric acid(HF) etching,resulting in much improved electrochemical performance over the as-received samples.

关键词： Lithium-ion batteries Anode Silicon nanoparticles Wet grinding mill

Processing of chromite ultra-fines in a water only cyclone

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International Journal of Mining Science and Technology 2017年第6期27卷 1057-1063页

作者： Tripathy Sunil Kumar Bhoja Sharath Kumar Murthy Y. Rama research and Development Division Tata Steel Ltd. Jamshedpur 831001 India Process Technology Group Tata Steel Ltd. Jamshedpur 831001 India

In the present investigation, an attempt is made to examine the interdependencies among the operating parameters and their interactional effect on the separation performance of a water-only cyclone for treating ferruginous chromite fines. Statistically designed experiments are carried out, and empirical models are developed for the critical response parameters, i,e., yield(%) to underflow, grade(%Cr_2O_3 and%SiO_2)and Cr:Fe ratio of the underflow stream. Further, using these empirical models, operating regime of the process parameters is optimized to obtain the peak performance of water-only cyclone. Also, efforts are made to validate the prediction models with the experimental results.

关键词： Water only cyclone Chromite beneficiation Optimization Factorial designed experiment Statistical modelling

Construction of Power Trading Supply Guarantee System of High Proportion of Hydropower in the Southwest Power Grid Under Extreme Climate Scenarios

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Dianwang Jishu/Power System Technology 2025年第1期49卷 113-123页

作者： Wen, Xu Zhou, Quan Sun, Tian Yang, Yang Mao, Rui Wen, Siao Southwest Branch of State Grid Corporation of China Sichuan Province Chengdu 610041 China Beijing Power Trading Center Co. Ltd. Xicheng District Beijing 100031 China

Currently, the Southwest Power Grid is promoting the construction of a new power system. The southwest power grid has a large-scale integration of clean energy, mainly hydropower, which depends on the weather. The system operation is facing serious challenges due to the lack of reliable power supply and the frequent occurrence of extreme climate. Firstly, this paper introduces China's Southwest Power Grid and market operation pattern. Secondly, learning from the power supply issues in the Sichuan-Chongqing region of the Southwest Power Grid under the extreme drought, and high-temperature climate scenarios in the summer of 2022, and based on the perspectives of the regional power grid and the marketization, the paper summarizes the four shortcomings of current power supply scheme of Southwest Power Grid, namely limited warning levels, short supply cycle, limited supply space, and a single supply resource. Therefore, research methods and framework for the power supply of Southwest Power Grid are proposed based on the concept of "double-level, full-lifecycle, full-space, and full-resources" ("one-double three-full"). Thirdly, the power trading system for supply sufficiency in Southwest Power Grid under extreme climate scenarios is constructed: 1) proposing the concept and level determination method of power supply warning and response for regional power grids, and constructing a double-level power trading supply warning and response mechanism for "provincial power grid + regional power grid";2) proposing medium and long term interruptible power supply varieties and constructing a "medium and long term + spot + emergency" full-lifecycle power trading supply guarantee system;3) proposing the concept of inter-regional and intra-provincial market power supply, designing spatiotemporal exchange transactions of large-scale hydropower and constructing a "inter-regional + inter-provincial + intra-provincial" full-space power trading system for supply sufficiency;4) proposing p

关键词： Commerce

Karstification characteristics of the Cenomanian-Turonian Mishrif Formation in the Missan Oil Fields,southeastern Iraq,and their effects on reservoirs

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Frontiers of Earth Science 2022年第2期16卷 435-445页

作者： Peiyuan CHEN Lina GUO Chen LI Yi TONG CNOOC International ltd. Beijing 100028China CNOOC research Institute Co. Ltd.Beijing 100028China

The Middle Cretaceous Mishrif Formation of the Cenomanian-Turonian age is an important Middle Eastern *** studies have shown that carbonates in the Mishrif Formation are affected by karstification and are concentrated at the top of the ***,there is a lack of systematic research on the effects of karstification on the formation’s reservoir *** on core samples,scanning electron microscopy of thin sections,and geochemical analysis of C,O,and Sr isotopes from wells in the Missan Oil Fields,unconformity was identified at the top of the B21 subzone of the Mishrif *** and cast-thin-section observations indicate that there is a significant lithological difference above and below the unconformity,and dissolution pores and voids are well-developed beneath *** silt fills the intragranular pores and geopetal fabric is developed inside some mouldic pores beneath the unconformity *** isotopic values of ^(87)Sr/^(86)Sr(0.707270-0.707722)and δ^(18)O(−5.94‰—−2.32‰)suggest that the top of the B21 subzone of the Mishrif Formation has been severely affected by syngenetic *** is the key to high-quality reservoir formation and the reservoir’s oil-bearing *** study will inform oil and gas exploration in the Missan Oil Fields and in other areas with similar reservoir characteristics.

关键词： unconformity karstification carbonate reservoir Mishrif Formation Missan Oil Fields southeastern Iraq

Estimation of Ground Deformation Caused by the Earthquake (M7.2) in Japan,2008,from the Geomorphic Image Analysis of High Resolution LiDAR DEMs

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Journal of Mountain Science 2011年第2期8卷 239-245页

作者： MUKOYAMA Sakae Department of research & Development of Kokusai Kogyo Co. Ltd.

In this study, a new method for quantitative and efficient measurement for the ground surface movement was developed. The feature of this technique is to identify geomorphic characteristics by image matching analysis, using the intelligent images made from high resolution DEM(Digital Elevation Model). This method is useful to extract the small ground displacement where the surface shape was not intensely deformed.

关键词： Ground deformation Ground surface movement Digital Elevation Model(DEM) Geomorphic image analysis Japan

Study of Macro-Mixing in a Microreactor

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China Petroleum Processing & Petrochemical Technology 2023年第4期25卷 117-126页

作者： Cao Huili Tang Xiaojin Bao Di Hou Shuandi SINOPEC research Institute of Petroleum Processing Co. Ltd.Beijing 100083 SINOPEC(Dalian)research Institute of Petroleum and Petrochemicals Co. Ltd.Dalian 116045

The transfer rate between fluids in a microreactor is directly influenced by the mixing within the reactor, which subsequently impacts the reaction rate. This paper investigates the flow behavior and macro-mixing performance in a microreactor. First, the flow performance of the Ehrfeld Miprowa microreactor is studied. Cold experiments are conducted to examine fundamental flow laws and verify the accuracy of the chosen computational fluid dynamics simulation ***, macro-mixing performance in the microreactor, both with and without internal components, is investigated through both experiment and simulation. A bromocresol violet–NaOH–H2SO4 system is utilized in the macro-mixing experiments, which explore the effects of flow rate and internal components on macro-mixing. The Navier–Stokes equation is adopted as the computational model for macro-mixing simulations, which also consider the mass transfer and diffusion of tracer. The simulation results are in good agreement with the experimental results. Both experimental and simulation results demonstrate that the presence of internal components in the microreactor enhance its macro-mixing performance.

关键词： microreactor flow model macro-mixing