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A Probabilistic Rating Prediction and Explanation Inference Model for Recommender Systems 被引量:3
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作者 WANG Hanshi FU Qiujie +1 位作者 LIU Lizhen SONG Wei 《China Communications》 SCIE CSCD 2016年第2期79-94,共16页
Collaborative Filtering(CF) is a leading approach to build recommender systems which has gained considerable development and popularity. A predominant approach to CF is rating prediction recommender algorithm, aiming ... Collaborative Filtering(CF) is a leading approach to build recommender systems which has gained considerable development and popularity. A predominant approach to CF is rating prediction recommender algorithm, aiming to predict a user's rating for those items which were not rated yet by the user. However, with the increasing number of items and users, thedata is sparse.It is difficult to detectlatent closely relation among the items or users for predicting the user behaviors. In this paper,we enhance the rating prediction approach leading to substantial improvement of prediction accuracy by categorizing according to the genres of movies. Then the probabilities that users are interested in the genres are computed to integrate the prediction of each genre cluster. A novel probabilistic approach based on the sentiment analysis of the user reviews is also proposed to give intuitional explanations of why an item is recommended.To test the novel recommendation approach, a new corpus of user reviews on movies obtained from the Internet Movies Database(IMDB) has been generated. Experimental results show that the proposed framework is effective and achieves a better prediction performance. 展开更多
关键词 collaborative filtering recommendersystems rating prediction sentiment analysis matrix factorization recommendation explanation
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Theoretical Explanation and Improvement to the Flare Model of Lithography Based on the Kirk Test 被引量:1
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作者 CHEN De-Liang CAO Yi-Ping HUANG Zhen-Fen 《Chinese Physics Letters》 SCIE CAS CSCD 2011年第6期337-340,共4页
The Kirk test has good precision for measuring stray light in optical lithography and is the usual method of measuring stray light.However,Kirk did not provide a theoretical explanation to his simulation model.We atte... The Kirk test has good precision for measuring stray light in optical lithography and is the usual method of measuring stray light.However,Kirk did not provide a theoretical explanation to his simulation model.We attempt to give Kirk's model a kind of theoretical explanation and a little improvement based on the model of point spread function of scattering and the theory of statistical optics.It is indicated by simulation that the improved model fits Kirk's measurement data better. 展开更多
关键词 explanation OPTICS LITHOGRAPHY
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Gas liquid cylindrical cyclone flow regime identification using machine learning combined with experimental mechanism explanation
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作者 Zhao-Ming Yang Yu-Xuan He +6 位作者 Qi Xiang Enrico Zio Li-Min He Xiao-Ming Luo Huai Su Ji Wang Jin-Jun Zhang 《Petroleum Science》 SCIE EI CAS CSCD 2023年第1期540-558,共19页
The flow regimes of GLCC with horizon inlet and a vertical pipe are investigated in experiments,and the velocities and pressure drops data labeled by the corresponding flow regimes are collected.Combined with the flow... The flow regimes of GLCC with horizon inlet and a vertical pipe are investigated in experiments,and the velocities and pressure drops data labeled by the corresponding flow regimes are collected.Combined with the flow regimes data of other GLCC positions from other literatures in existence,the gas and liquid superficial velocities and pressure drops are used as the input of the machine learning algorithms respectively which are applied to identify the flow regimes.The choosing of input data types takes the availability of data for practical industry fields into consideration,and the twelve machine learning algorithms are chosen from the classical and popular algorithms in the area of classification,including the typical ensemble models,SVM,KNN,Bayesian Model and MLP.The results of flow regimes identification show that gas and liquid superficial velocities are the ideal type of input data for the flow regimes identification by machine learning.Most of the ensemble models can identify the flow regimes of GLCC by gas and liquid velocities with the accuracy of 0.99 and more.For the pressure drops as the input of each algorithm,it is not the suitable as gas and liquid velocities,and only XGBoost and Bagging Tree can identify the GLCC flow regimes accurately.The success and confusion of each algorithm are analyzed and explained based on the experimental phenomena of flow regimes evolution processes,the flow regimes map,and the principles of algorithms.The applicability and feasibility of each algorithm according to different types of data for GLCC flow regimes identification are proposed. 展开更多
关键词 Gas liquid cylindrical cyclone Machine learning Flow regimes identification Mechanism explanation ALGORITHMS
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An Explanation for the Undetection of Radio Pulsar in Supernova 1987A
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作者 王双强 王娜 +1 位作者 王德华 尚伦华 《Chinese Physics Letters》 SCIE CAS CSCD 2017年第12期88-90,共3页
Supernova 1987 A is a core collapse supernova in the Large Magellanic Cloud, inside which the product is most likely a neutron star. Despite the most sensitive available detection instruments from radio to γ-ray wave... Supernova 1987 A is a core collapse supernova in the Large Magellanic Cloud, inside which the product is most likely a neutron star. Despite the most sensitive available detection instruments from radio to γ-ray wavebands being exploited in the pass thirty years, there have not yet been any pulse signals detected. By considering the density of the medium plasma in the remnant of 1987 A, we find that the plasma cut-off frequency is approximately7 GHz, a value higher than the conventional observational waveband of radio pulsars. As derived, with the expansion of the supernova remnant, the radio signal will be detected in 2073 A.D. at 3 GHz. 展开更多
关键词 An explanation for the Undetection of Radio Pulsar in Supernova 1987A RADIO
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A Study on the Explanation of Conceptual Metaphor in English Business News
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作者 卢冬梅 《海外英语》 2017年第8期211-212,共2页
In English business news discourses, there are numerous financial words or terms which are quite difficult for readers to under-stand, especially those ones built on the basis of metaphorical mechanism. Conceptual Met... In English business news discourses, there are numerous financial words or terms which are quite difficult for readers to under-stand, especially those ones built on the basis of metaphorical mechanism. Conceptual Metaphor has a strong power to explain the cor-rect meaning of these words with their specific types of metaphors. Through the explanation of the meaning construction of the metaphori-cal words, it can be a great help for the news readers to master the accurate and deep-seated messages in the discourse. Simultaneously,it gives the reader an insight into the English culture in order to grasp the international economic trends and makes them accomplishcross-cultural communication task with ease. 展开更多
关键词 conceptual metaphor cognitive ability English business news explanation
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Detailed explanation of textile and apparel foreign trade in the first 7 months
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作者 Zhao Xinhua 《China Textile》 2020年第7期31-33,共3页
Trade data In July,the total import and export value of national trade in goods was USD 412.93 billion,an increase of 3.4%year-on-year(the same below),of which exports were USD 237.63 billion,an increase of 7.2%,and i... Trade data In July,the total import and export value of national trade in goods was USD 412.93 billion,an increase of 3.4%year-on-year(the same below),of which exports were USD 237.63 billion,an increase of 7.2%,and imports were USD 175.3 billion,a decrease of 1.4%.The trade surplus for the month was USD 62.33 billion.From January to July,the total import and export value was USD 244.263 billion,a year-on-year decrease of 4.8%,of which exports were USD 133.638 billion,a decrease of 4.1%,imports were USD 110.625 billion,a decrease of 75.7%,and a cumulative surplus of USD 230.13 billion was achieved. 展开更多
关键词 IMPORTS TRADE explanation
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Donghe Sandstone Subtle Reservoir Exploration and Development Technology in Hade 4 Oilfield 被引量:9
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作者 SunLongde ZhouXinyuan SongWenjie JiangTongwen ZhuWeihong YangPing NiuYujie DiHongli 《Petroleum Science》 SCIE CAS CSCD 2004年第2期35-43,共9页
Hade 4 oilfield is located on the Hadexun tectonic belt north of the Manjiaer depression in the Tarim basin, whose main target layer is the Donghe sandstone reservoir, with a burial depth over 5,000m and an amplitude ... Hade 4 oilfield is located on the Hadexun tectonic belt north of the Manjiaer depression in the Tarim basin, whose main target layer is the Donghe sandstone reservoir, with a burial depth over 5,000m and an amplitude below 34m, at the bottom of the Carboniferous. The Donghe sandstone reservoir consists of littoral facies deposited quartz sandstones of the transgressive system tract, overlapping northward and pinching out. Exploration and development confirms that water-oil contact tilts from the southeast to the northwest with a drop height of nearly 80m. The reservoir, under the control of both the stratigraphic overlap pinch-out and tectonism, is a typical subtle reservoir. The Donghe sandstone reservoir in Hade 4 oilfield also has the feature of a large oil-bearing area (over 130 km2 proved), a small thickness (average efficient thickness below 6m) and a low abundance (below 50 × 104t/km2). Moreover, above the target layer developed a set of igneous rocks with an uneven thickness in the Permian formation, thus causing a great difficulty in research of the velocity field. Considering these features, an combination mode of exploration and development is adopted, namely by way of whole deployment, step-by-step enforcement and rolling development with key problems to be tackled, in order to further deepen the understanding and enlarge the fruits of exploration and development. The paper technically focuses its study on the following four aspects concerning problem tackling. First, to strengthen the collecting, processing and explanation of seismic data, improve the resolution, accurately recognize the pinch-out line of the Donghe sandstone reservoir by combining the drilling materials in order to make sure its distribution law; second, to strengthen the research on velocity field, improve the accuracy of variable speed mapping, make corrections by the data from newly- drilled key wells and, as a result, the precision of tectonic description is greatly improved; third, to strengthen the research on sequence stratigraphy and make sure the distribution law of the Donghe sandstone; and fourth, with a step- by-step extrapolation method, to deepen the cognition of the leaning water-oil contact, and by combining the tectonic description and drilling results, to make sure little by little the law of change of the water-oil contact. The exploration and development of the Donghe sandstone subtle reservoir in Hade 4 oilfield is a gradually perfected process. From 1998 when it was discovered till now, the reservoir has managed to make a benign circle of exploration and development, in which its reserve has gradually been enlarged, its production scale increased, and, in a word, it has used techniques necessary for this subtle reservoir in the Tarim basin. 展开更多
关键词 Hade 4 oil field Donghe sandstone subtle reservoir seismic explanation tectonic description pinch-out line sequence stratigraphy water-oil contact
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Low-Temperature Optical Spectra and Zero-Phonon Transitions of Color Centers in γ-Rayed Sodium Fluoride Crystals 被引量:2
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作者 GU Hongen 《Chinese Physics Letters》 SCIE CAS CSCD 1993年第9期543-546,共4页
A lot of narrow lines.on R_(2),R^(+),N_(1),N^(-) and some other un kowll centers have been observed in γ-raycd pure and doped sodium fuoride crystals in the temperature range of 9-77 K.The proper laser irradiation wa... A lot of narrow lines.on R_(2),R^(+),N_(1),N^(-) and some other un kowll centers have been observed in γ-raycd pure and doped sodium fuoride crystals in the temperature range of 9-77 K.The proper laser irradiation was used for strengthening the zero-phonon lines and the relative explanation was given.The spectral properties and thermosta-bilities of the lines were in vestigated systematically at difcrent temperatures. 展开更多
关键词 Transition NARROW explanation
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Coulomb Correction to Keldysh-Faisal-Reiss Theory for Photoionization of Atoms 被引量:1
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作者 CHEN Bao-zhen 《Chinese Physics Letters》 SCIE CAS CSCD 1997年第8期585-588,共4页
In this paper,the Coulomb correction to Keldysh-Faisal-Reiss theory is derived in A-gauge.An application of the Coulomb correction to the photoelectric effect of H-atom is presented and the role of the gauge choice an... In this paper,the Coulomb correction to Keldysh-Faisal-Reiss theory is derived in A-gauge.An application of the Coulomb correction to the photoelectric effect of H-atom is presented and the role of the gauge choice and the Coulomb correction are discussed.It is shown that the Coulomb correction plays an importaht role in the explanation of the recent energetic photoelectron spectra of He. 展开更多
关键词 CORRECTION GAUGE explanation
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Helicon Discharge Using a Nagoya Type Ⅲ Antenna 被引量:1
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作者 FANG Tong-Zhen WANG Long +1 位作者 JIANG Di-Ming ZHANG Hou-Xian 《Chinese Physics Letters》 SCIE CAS CSCD 2001年第8期1098-1100,共3页
A helicon mode discharge is realized in a newly erected set-up and two jumps are observed in the variation of plasma density with the controlled magnetic field,which is a typical characteristic of helicon mode dischar... A helicon mode discharge is realized in a newly erected set-up and two jumps are observed in the variation of plasma density with the controlled magnetic field,which is a typical characteristic of helicon mode discharge.A reasonable explanation is proposed for the appearance of the density jumps.The helicon wavelength is evaluated to be about 20 cm and it is nearly constant in the helicon mode discharge.The density obtained is nearly up to 3.5 × 10^(18)m^(-3) with only 0.5Pa argon pressure and 300W radio frequency power supply,and it is more than one magnitude higher than that in other discharges at comparable pressures and input powers.The electron temperature is found to be increased as the pressure is decreased. 展开更多
关键词 discharge. explanation POWERS
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An Analysis of Brand Name Translation from the Perspective of Conceptual Blending Theory
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作者 黎萌 周敏 刘玉霞 《海外英语》 2012年第13期150-151,154,共3页
A brand is the identity of a specific product,service,or business.The brand name is quite often used interchangeably with "brand",although it is more correctly used to specifically denote written or spoken l... A brand is the identity of a specific product,service,or business.The brand name is quite often used interchangeably with "brand",although it is more correctly used to specifically denote written or spoken linguistic elements of any product.Developed from the mental space theory,conceptual blending theory is an important part of cognitive linguistic researches.Based on this theory and integration networks,this paper explains the meaning construction of the translated brand names and the way people understand them.This paper takes two successful translation cases and two unsuccessful ones to make the contrast analysis.It proves that conceptual blending theory can provide detailed description and profound explanation of the perceiving process of brand name translation.Meanwhile it points out the direction of brand name translation from the perspective of cognitive linguistics. 展开更多
关键词 BRAND NAME TRANSLATION COGNITIVE explanation conce
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Dempster-Shafer Evidence Theory and Study of Some Key Problems 被引量:1
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作者 Ying-Jin Lu Jun He 《Journal of Electronic Science and Technology》 CAS CSCD 2017年第1期106-112,共7页
As one of the most important mathematical methods, the Dempster-Shafer(D-S)evidence theory has been widely used in date fusion, risk assessment, target identification, knowledge reasoning,and other fields. This pape... As one of the most important mathematical methods, the Dempster-Shafer(D-S)evidence theory has been widely used in date fusion, risk assessment, target identification, knowledge reasoning,and other fields. This paper summarized the development and recent studies of the explanations of D-S model, evidence combination algorithms, and the improvement of the conflict during evidence combination, and also compared all explanation models,algorithms, improvements, and their applicable conditions. We are trying to provide a reference for future research and applications through this summarization. 展开更多
关键词 Bayesian reasoning belief uncertainty intuitive summarized explanation decoder applicable likelihood
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Persuasiveness——A Reflection on “The Libido for the Ugly”
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作者 王琪 《海外英语》 2016年第5期241-242,共2页
The essay is based on The Libido for the Ugly written by Henry Louis Mencken.The writer demonstrates the persuasiveness of the work through two different aspects–persuasive and impressionistic writing skills.After de... The essay is based on The Libido for the Ugly written by Henry Louis Mencken.The writer demonstrates the persuasiveness of the work through two different aspects–persuasive and impressionistic writing skills.After detailed analysis,the reason for the strong credibility of that subjective description could be clearly shown. 展开更多
关键词 PERSUASIVENESS IMPRESSIONISM professional TERMINOLOGIES explanationS
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Anomalously Strong Scattering of Spontaneously Produced Laser Radiation in the First Free-Electron Laser and Study of Free-Electron Two-Quantum Stark Lasing in an Electric Wiggler with Quantum-Wiggler Electrodynamics
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作者 S. H. Kim 《Chinese Physics Letters》 SCIE CAS CSCD 2006年第6期1422-1425,共4页
We calculate the scattering cross section of an electron with respect to the spontaneously produced laser radiation in the first free-electron laser (FEL) with quantum-wiggler electrodynamics (QWD). The cross sect... We calculate the scattering cross section of an electron with respect to the spontaneously produced laser radiation in the first free-electron laser (FEL) with quantum-wiggler electrodynamics (QWD). The cross section is 1016 times the Thomson cross section, confirming the result obtained by a previous analysis of the experimental data. A QWD calculation show that spontaneous emission in an FEL using only an electric wiggler can be very strong while amplification through net stimulated emission is practically negligible. 展开更多
关键词 CLASSICAL ELECTRODYNAMICS RELATIVISTIC ELECTRONS THERMODYNAMICS explanation EMISSION
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Ni ION INDUCED X-RAY EMISSION
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作者 XIA Zonghuang LU Xiting +3 位作者 YAO Shude WANG Demin LIU Jiarui ZHU Peiran 《Chinese Physics Letters》 SCIE CAS CSCD 1989年第6期257-260,共4页
The thick targets of Ti,Fet Ni and Zn have been bombarded with 3 to 7Me V nickel ions.The X-ray spectra of the projectiles and targets showed a significant difference in the intensity of the X-ray radiation for severa... The thick targets of Ti,Fet Ni and Zn have been bombarded with 3 to 7Me V nickel ions.The X-ray spectra of the projectiles and targets showed a significant difference in the intensity of the X-ray radiation for several targets.The explanation of this phenomenon by quasimolecular orbital energy level correlation diagrams and the possible application of Ni ion induced X-ray emission were discussed. 展开更多
关键词 NICKEL explanation THICK
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Derivation of Tilde Rules in η-ξ Spacetime
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作者 ZUO Jian GUI Yuan-xing 《Chinese Physics Letters》 SCIE CAS CSCD 1998年第1期1-2,共2页
The M operation is introduced in η-ξ spacetime to derive the tilde rules in thermo field dynamics (TFD). This leads to an explanation of the tilde system in TFD as the system in region II of η-ξ spacetime.
关键词 SPACETIME SYSTEM explanation
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Correction to:An endotenon sheath‑inspired double‑network binder enables superior cycling performance of silicon electrodes
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作者 Meifang Jiang Pengzhou Mu +5 位作者 Huanrui Zhang Tiantian Dong Ben Tang Huayu Qiu Zhou Chen Guanglei Cui 《Nano-Micro Letters》 SCIE EI CAS CSCD 2022年第8期229-231,共3页
The original version of this article unfortunately contained some mistakes.1.The authors found that the data unit in Fig.3a–f is wrong.The corrected version of Fig.3 is given below:2.The authors found that explanatio... The original version of this article unfortunately contained some mistakes.1.The authors found that the data unit in Fig.3a–f is wrong.The corrected version of Fig.3 is given below:2.The authors found that explanation of the data lines in Fig.2e is wrong.The corrected version of the explanation of Fig.2e is given below:The DNB can endure approximately 300%stretching and withstand stress up to about 1.5 MPa,as shown in Fig.2e. 展开更多
关键词 explanation enable CYCLING
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Correction to:Boosting Transport Kinetics of Ions and Electrons Simultaneously by Ti_(3)C_(2)T_(x)(MXene)Addition for Enhanced Electrochromic Performance
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作者 Wenting Wu Huajing Fang +3 位作者 Hailong Ma Liangliang Wu Wenqing Zhang Hong Wang 《Nano-Micro Letters》 SCIE EI CAS CSCD 2021年第12期483-483,共1页
The original version of this article unfortunately contained some mistakes in figure. The authors found that explanation of the data lines in Fig. 5b is wrong.The corrected version of Fig. 5b is given below:Open Acces... The original version of this article unfortunately contained some mistakes in figure. The authors found that explanation of the data lines in Fig. 5b is wrong.The corrected version of Fig. 5b is given below:Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License,which permits use,sharing,adaptation,distribution and reproduction in any medium or format,as long as you give appropriate credit to the original author(s) and the source,provide a link to the Creative Commons licence. 展开更多
关键词 Kinetics Electron explanation
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Role of the Bath Spectrum in the Specific Heat Anomalies of a Damped Oscillator
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作者 BAI Zhan-Wu 《Chinese Physics Letters》 SCIE CAS CSCD 2012年第6期54-57,共4页
The specific heat anomalies are analytically studied in the system in which a harmonic oscillator couples to a heat bath with harmonic noise.The physical explanation leads to a general spectral dependence of the speci... The specific heat anomalies are analytically studied in the system in which a harmonic oscillator couples to a heat bath with harmonic noise.The physical explanation leads to a general spectral dependence of the specific heat anomalies.The condition of a dip appearance and the behaviors of the dip can be given according to the shape of the bath's power spectrum by employing the minimal heat bath model. 展开更多
关键词 harmonic OSCILLATOR explanation
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STUDY ON PERTURBATION LAYER OF SILICON WITH "MIRAGE EFFECT" TECHNIQUE
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作者 ZHANG Xiaorong GAN Changming +2 位作者 LI Youzhi GUAN Susheng TAN Ruiling 《Chinese Physics Letters》 SCIE CAS 1987年第5期213-216,共4页
The relative changes of thermal diffusivity lengths in ionimplanted and unirnplanted silicon wafers were studied,with "mirage effecct",i,e,OBD techique.The fundamental principle,experimental results and feas... The relative changes of thermal diffusivity lengths in ionimplanted and unirnplanted silicon wafers were studied,with "mirage effecct",i,e,OBD techique.The fundamental principle,experimental results and feasible explanation are presented. 展开更多
关键词 planted TECHNIQUE explanation
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