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The Research of Excellent Talent Training Model Reform and Practice Innovation Aimed at Computer Specialty
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作者 AChuan Wang Chang Hou RuiGai Li 《国际计算机前沿大会会议论文集》 2016年第2期28-29,共2页
Combined with“Excellent engineer education and training project”of the instructions and general requirements that the ministry of education presents,The paper analyses the problem of the existing computer specialty ... Combined with“Excellent engineer education and training project”of the instructions and general requirements that the ministry of education presents,The paper analyses the problem of the existing computer specialty talent training project,according to relevant requirements and implementation issues of“The Excellent engineer”program,combined with running situation of our school,explored computer science implementation methods and specific measures of“The Excellent engineer”training project,and analyzed the talent training quality and service ability.Practice shows that education“Excellent engineer education and training program”in our school had achieved good effect,for excellence engineers engineering practice education quality improvement has a certain reference significance. 展开更多
关键词 COMPUTER SPECIALTY Excellence ENGINEER TALENT training mode
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Information service platform of forest pest forecast based on WebGIS 被引量:5
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作者 WANG Ni-hong LI Dan PAN Hua 《Journal of Forestry Research》 SCIE CAS CSCD 2009年第3期275-278,共4页
Taking Linkou Forestry Bureau, Heilongjiang Province, China as the demonstration plot and Dendrolimus pinidiatrea as an example, we developed a WebGIS-based information service platform for forest pest forecast using ... Taking Linkou Forestry Bureau, Heilongjiang Province, China as the demonstration plot and Dendrolimus pinidiatrea as an example, we developed a WebGIS-based information service platform for forest pest forecast using J2EE and ArcGIS Server technology. The service platform is able to predict the occurrence period, amount of pest, occurrence tendency, and pest zones in the B/S environment and realized the display, querying, analysis and editing of the spatial data and the automatically integrated control of multilevel Data,. Additionaly, the service platform offers the visualization of geographic service and predicted results. It provides a solution for prediction of forest pest and forest resource management. 展开更多
关键词 WEBGIS Information service platform pest forecast forest pest ArcGIS Server
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Wood species identification using spectral reflectance feature and optimal illumination radian design 被引量:3
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作者 Peng Zhao Jun Cao 《Journal of Forestry Research》 SCIE CAS CSCD 2016年第1期219-224,共6页
We developed a scheme based on wood surface novel wood recognition spectral features that aimed to solve three problems. First was elimination of noise in some bands of wood spectral reflection curves. Second was imp... We developed a scheme based on wood surface novel wood recognition spectral features that aimed to solve three problems. First was elimination of noise in some bands of wood spectral reflection curves. Second was improvement of wood feature selection based on analysis of wood spectral data. The wood spectral band is 350-2500 nm, a 2150D vector with a spectral sampling interval of 1 nm. We developed a feature selection proce- dure and a filtering procedure by solving the eigenvalues of the dispersion matrix. Third, we optimized the design for the indoor radian's mounting height. We used a genetic algorithm to solve the optimal radian's height so that the spectral reflection curves had the best classification infor- mation for wood species. Experiments on fivecommon wood species in northeast China showed overall recogni- tion accuracy 〉95 % at optimal recognition velocity. 展开更多
关键词 Wood species identification FEATURESELECTION Radian Genetic algorithm Spectral analysis
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Study on Ecological Risk of Land Use in Urbanization Watershed Based on RS and GIS:A Case Study of Songhua River Watershed in Harbin Section 被引量:7
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作者 Li YUAN Wenfeng GONG +1 位作者 Yongfeng DANG Zexu LONG 《Asian Agricultural Research》 2013年第3期61-65,69,共6页
By using RS and GIS technology,the ecological risk index ( ERI) was constructed based on the analysis of land use change and structural characteristics in urbanization watershed of Songhua River in Harbin section. Aft... By using RS and GIS technology,the ecological risk index ( ERI) was constructed based on the analysis of land use change and structural characteristics in urbanization watershed of Songhua River in Harbin section. Afterwards,the spatial distribution and change characteristics maps of ERI obtained by using block Kriging were analyzed to reveal the spatial and temporal evolution characteristics,change rules and formation mechanisms of ecological risk based on land use under the background of urbanization,and to minimize land use risk during urbanization process. The results showed that during the past 18 years,moderate ecological risk level was major,while proportion of high ecological risk was the lowest,and the area of higher and lower ecological risk region changed most greatly; high and higher ecological risk were focused on urban region and the transition zone from urban to suburban region,while low and lower ecological risk mainly distributed in forestland with higher vegetation coverage,water bodies,grassland,shrub land and so on. Meanwhile,the transition zone from high to low ecological risk was very obvious. In addition,ecological risk became slightly worse in some region due to the transformation from cropland to residential and urban land,while it became slightly better in other regions because of the transformation from cropland to forestland; the center of gravity in lower ecological risk region shifted most greatly,while the shift was the smallest in high ecological risk region,namely 12. 31 and 0. 57 km respectively. 展开更多
关键词 LAND use URBANIZATION ECOLOGICAL risk Spatial and
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Larvicidal activity and microencapsulation of tobacco(Nicotiana tabacum)extract on Malacosoma neustria testacea larvae 被引量:3
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作者 Yunze Chen Jing Yang +4 位作者 Guocai Zhang Bowen Zhang Jianyong Zeng Haifeng Zou Tao Li 《Journal of Forestry Research》 SCIE CAS CSCD 2021年第4期1763-1773,共11页
To understand and improve the stability of the insecticidal activity of tobacco extract,the 3 rd instar larvae of Malacosoma neustria testacea was determined by the leaf film method.Spectrophotometry identified extrac... To understand and improve the stability of the insecticidal activity of tobacco extract,the 3 rd instar larvae of Malacosoma neustria testacea was determined by the leaf film method.Spectrophotometry identified extract effects on activities of several enzymes.In addition,to improve the stability of the extract,microcapsules were prepared by complex coacervation and phase separation with the extract as core material,and gelatin and gum arabic as wall material.With the embedding rate as the evaluation index,the response surface method was used to optimize the preparation process of the microcapsules.The results show that the extract had a strong insecticidal activity on the larvae,with inhibitory effects on several enzymes examined of carboxylesterase,acetylcholinesterase,glutathione-S transferase,catalase,and superoxide dismutase.The inhibition rate increased with time.The best preparation process of tobacco extract microcapsules was 25% mass fraction of emulsifier,2.05% mass fraction of gelatin,3% mass fraction of gum arabic,1.34 wall core ratio,36 min of complex coacervation time.The embedding rate was 58.4% which is approximately the theoretical embedding rate(58.9%).The microcapsules prepared by this method have a smooth surface,good combining form and particle size distribution,and a median diameter of 8.6 μm.Infrared characteristic peaks of the extracts were preserved at 877.55 cm^(-1) and2922.13 cm^(-1).Microencapsulation can improve the thermal stability of the tobacco extract.Indoor toxicity tests showed that LC_(50) of extract microcapsules was 20.2 mg·mL^(-1),equivalent to the toxicity level of the tobacco extract itself,indicating that microencapsulation did not reduce extract insecticidal effects.This research may provide a reference for the optimization of the tobacco extract microcapsule preparation process. 展开更多
关键词 Tobacco extract Malacosoma neustria testacea Insecticidal activity MICROCAPSULE Optimization
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Entanglement and decoherence of coupled superconductor qubits in a non-Markovian environment 被引量:3
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作者 嵇英华 胡菊菊 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第6期46-51,共6页
The sudden death of entanglement is investigated for the non-Markovian dynamic process of a pair of interacting flux qubits under a thermal bath. The results show that, for initially two-qubit entangled states, entang... The sudden death of entanglement is investigated for the non-Markovian dynamic process of a pair of interacting flux qubits under a thermal bath. The results show that, for initially two-qubit entangled states, entanglement sudden death (ESD) always happens in the thermal reservoir, where its appearance strongly depends on the environment. In particular, ESD of the qubits occurs more easily for the non-Markovian process than for the Markovian one. 展开更多
关键词 ENTANGLEMENT coupled qubits non-Markovian process CONCURRENCE
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A novel NIRS modelling method with OPLS-SPA and MIX-PLS for timber evaluation 被引量:3
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作者 Jinhao Chen Huilig Yu +2 位作者 Dapeng Jiang Yizhuo Zhang Keqi Wang 《Journal of Forestry Research》 SCIE CAS CSCD 2022年第1期369-376,共8页
The identification of timber properties is important for safe application.Near Infrared Spectroscopy(NIRS)technology is widely-used because of its simplicity,efficiency,and positive environmental attributes.However,in... The identification of timber properties is important for safe application.Near Infrared Spectroscopy(NIRS)technology is widely-used because of its simplicity,efficiency,and positive environmental attributes.However,in its application,weak signals are extracted from complex,overlapping and changing information.This study focused on the stability of NIR modeling.The Orthogonal Partial Least Squares(OPLS)and Successive Projections Algorithm(SPA)eliminates noise and extracts effective spectra,and an ensemble learning method MIX-PLS,is applied to establish the model.The elastic modulus of timber is taken as an example,and 201 wood samples of three species,Xylosmacongesta(Lour.)Merr.,Acer pictum subsp.mono,and Betula pendula,samples were divided into three groups to investigate modelling performance.The results show that OPLS can preprocess the near-infrared spectroscopy information according to the target object in the face of the system error and reduce errors to minimum.SPA finally selects 13 spectral bands,simplifies the NIR spectral data and improves model accuracy.The Pearson's correlation coefficient of Calibration(Rc)and the Pearson's correlation coefficient of Prediction(Rp)of Mix Partial Least Squares(MIX-PLS)were 0.95 and 0.90,and Root Mean Square Error of Calibration(RMSEC)and Root Mean Square Error of Prediction(RMSEP)are 2.075 and 6.001,respectively,which shows the model has good generalization abilities. 展开更多
关键词 NIR prediction Orthogonal partial least squares(OPLS) Successive projections algorithm(SPA) Mix partial least squares(MIX-PLS)modulus of elasticity
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A NOVEL PFMAC PROTOCOL FOR WIRELESS SENSOR NETWORK BASED ON PREDICTION AND FEEDBACK METHOD 被引量:2
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作者 LiuYaqiu Bian Li Jing Weipeng Zhang Qianlong 《Journal of Electronics(China)》 2011年第4期488-495,共8页
In view of the problem that existing Media Access Control(MAC) protocols can not pro-vide real-time monitor on network conditions,this paper puts forward a new MAC protocol- Predict and Feedback MAC(PFMAC) which can p... In view of the problem that existing Media Access Control(MAC) protocols can not pro-vide real-time monitor on network conditions,this paper puts forward a new MAC protocol- Predict and Feedback MAC(PFMAC) which can predict the channel's congestion level reasonably.The dominant idea of the new scheme is to record the channel's busy or idle situation in the backoff stage by sending Sensor Nodes(SNs),and according to the congestion level every SN can change the contention window adaptively when send packets successfully to minimize collisions,saving energy and channel resources.The result of simulation shows that compared with other MAC protocols,the PFMAC protocol can improve network throughput and reduce energy consumption in high speed network en-vironment. 展开更多
关键词 Media Access Control(MAC) Backoff algorithm Predict and Feedback MAC(PFMAC) Contention window
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A High-Precision Time Handling Library 被引量:1
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作者 Irina Fedotova Eduard Siemens Hao Hu 《通讯和计算机(中英文版)》 2013年第8期1076-1086,共11页
关键词 时间处理 高精度 网络性能 时间计数器 Linux 计算机资源 时间控制 测量程序
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The effects of electrical heating and additives on the microbial remediation of petroleum-contaminated soils
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作者 Hongbai Jia Yu Zhang +2 位作者 Guocai Zhang Li Zou Bowen Zhang 《Journal of Forestry Research》 SCIE CAS CSCD 2021年第6期2609-2618,共10页
Although petroleum is an important source of energy and an economic driver of growth,it is also a major soil pollutant that has destroyed large swathes of vegetation and forest cover.Therefore,it is vital to develop a... Although petroleum is an important source of energy and an economic driver of growth,it is also a major soil pollutant that has destroyed large swathes of vegetation and forest cover.Therefore,it is vital to develop affordable and efficient methods for the bioremediation of petroleum-contaminated forest soils to restore vegetation and improve tree survival rates.In this study,bioremediation experiments were performed in an electrically heated thermostatic reactor to test the effects of organic matter additives,surfactants,and oxygen providers of nine hydrocarbon-degrading fungal strains on crude oil removal rates.In the three soil temperatures tested(20℃,25℃,and 30℃),the highest average crude oil removal rate was at 25℃(74.8%)and the lowest at 30℃(49.4%).At each temperature,variations in the addition of organic matter and oxygen providers had significant effects on crude oil removal rate.Variations in surfactant addition was significant at 20℃ and 25℃ but insignificant at 30℃.Given the same surfactant treatment,variations in temperature,organic additives,and oxygen providers was significant for crude oil removal rate.Treatments without surfactants and treatments with Tween80 exhibited their highest crude oil removal rates at 25℃.However,treatments that included the SDS surfactant exhibited their highest crude oil removal rates at 30℃.Amongst the treatments without surfactants,treatments with corn cob addition had the highest crude oil removal rates,and with surfactants,treatments that included the organic fertilizer exhibited the highest crude oil removal rates.Given the same organic fertilizer treatment,the highest crude oil removal rate was at 25℃.At each level of oxygen availability,the maximum crude oil removal rate always occurred at 25℃,and the treatments that included organic fertilizer exhibited the highest crude oil removal rates.Amongst the treatments without oxygen providers,treatments without surfactants had the highest crude oil removal rates,and with an oxygen provider,treatments with SDS addition exhibited the highest crude oil removal rates.Based on the crude oil removal rates of the treatments,we determined that S_(1)W_(1)O_(1)(addition of Tween80,organic fertilizers,and H_(2)O_(2))was optimum for remediating petroleum-contaminated forest soils in cold,high-altitude regions.This study is helpful to vegetation restoration and reforestation on petroleum contaminated forestlands. 展开更多
关键词 BIOREMEDIATION Petroleum-contaminated soil Hydrocarbon-degrading fungi Crude oil removal rate Influencing factors
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Harris Hawks Algorithm Incorporating Tuna Swarm Algorithm and Differential Variance Strategy
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作者 XU Xiaohan YANG Haima +4 位作者 ZHENG Heqing LI Jun LIU Jin ZHANG Dawei HUANG Hongxin 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2023年第6期461-473,共13页
Because of the low convergence accuracy of the basic Harris Hawks algorithm,which quickly falls into the local optimal,a Harris Hawks algorithm combining tuna swarm algorithm and differential mutation strategy(TDHHO)i... Because of the low convergence accuracy of the basic Harris Hawks algorithm,which quickly falls into the local optimal,a Harris Hawks algorithm combining tuna swarm algorithm and differential mutation strategy(TDHHO)is proposed.The escape energy factor of nonlinear periodic energy decline balances the ability of global exploration and regional development.The parabolic foraging approach of the tuna swarm algorithm is introduced to enhance the global exploration ability of the algorithm and accelerate the convergence speed.The difference variation strategy is used to mutate the individual position and calculate the fitness,and the fitness of the original individual position is compared.The greedy technique is used to select the one with better fitness of the objective function,which increases the diversity of the population and improves the possibility of the algorithm jumping out of the local extreme value.The test function tests the TDHHO algorithm,and compared with other optimization algorithms,the experimental results show that the convergence speed and optimization accuracy of the improved Harris Hawks are improved.Finally,the enhanced Harris Hawks algorithm is applied to engineering optimization and wireless sensor networks(WSN)coverage optimization problems,and the feasibility of the TDHHO algorithm in practical application is further verified. 展开更多
关键词 Harris Hawks optimization nonlinear periodic energy decreases differential mutation strategy wireless sensor networks(WSN)coverage optimization results
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An integrated method for matching forest machinery and a weight-value adjustment
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作者 Dan Li 《Journal of Forestry Research》 SCIE CAS CSCD 2014年第3期683-688,共6页
Proper matching of forestry machinery is important when raising mechanization levels for forestry production. In the matching process, forestry machinery needs not only expertise, but also improved methods for solving... Proper matching of forestry machinery is important when raising mechanization levels for forestry production. In the matching process, forestry machinery needs not only expertise, but also improved methods for solving problems. I propose combination of case-based reasoning (CBR) and rule-based reasoning (RBR) by calculating the similarity of quantitative parameters of various forestry machines in an analytical and hierarchical process. I calculated the similarity of machin-ery used in forest industries to enable better selection and matching of equipment. I propose a weight-value adjusting method based on sums of squares of deviations in which the individual parameter weights were modified in the process of application. During the process of system design, I put forward a design method knowledge base and generated a dynamic web reasoning framework to integrate the processes of forest industry machinery selection and weight-value adjustment. This enables expansion of the scope of the complete system and enhancement of the reasoning efficiency. I demonstrate the validity and practicability of this method using a practical example. 展开更多
关键词 forest industry machinery Selection and matching weight-value determination reasoning process integration method
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Teaching Reformation and Practice of “.NET Program Design” Course Oriented CDIO Model
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作者 RuiGai Li AChuan Wang 《国际计算机前沿大会会议论文集》 2016年第1期168-170,共3页
“.NET Program Design” is a very important professional elective course in the Department of Computer Science and Technology. It is a practical, comprehensive curriculum with highly specialized applications. This pap... “.NET Program Design” is a very important professional elective course in the Department of Computer Science and Technology. It is a practical, comprehensive curriculum with highly specialized applications. This paper analyses the disadvantages of traditional teaching model in the .NET Program Design, and discusses the methods and practices for teaching reform such as introducing CDIO engineering education model to classroom teaching with project cases, arranging teaching content properly, choosing modern teaching methods and reform on the curriculum assessment system. The practice has proved that this model with highly effective in teaching process can promote the training of students abilities in all aspects. 展开更多
关键词 NET PROGRAM Design CDIO engineering education model TEACHING REFORMATION
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Research and Reflection on Teaching of C Programming Language Design
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作者 Hui Gao Zhaowen Qiu +1 位作者 Di Wu Liyan Gao 《国际计算机前沿大会会议论文集》 2015年第1期107-109,共3页
C Language is a basic programming language and a compulsory foundation course for majors of science and engineering. Subjected to teaching periods,students have no time to do enough concrete integrated exercises. In t... C Language is a basic programming language and a compulsory foundation course for majors of science and engineering. Subjected to teaching periods,students have no time to do enough concrete integrated exercises. In teaching of C programming language design, both teachers and students have some problems. On the one hand teachers should change their teaching ideology, on the other hand,students should spontaneously study and improve their study motivation. In this way, students will improve their programming ability and apply what they learn comprehensively. 展开更多
关键词 C PROGRAMMING LANGUAGE TEACHING TEACHING IDEOLOGY INDEPENDENT Learning PRACTICE
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HCS: Expanding H-Code RAID 6 without Recalculating Parity Blocks in Big Data Circumstance
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作者 Shiying Xia Yu Mao +1 位作者 Minsheng Tan Weipeng Jing 《国际计算机前沿大会会议论文集》 2015年第1期20-22,共3页
This paper introduces a new RAID 6 expanding method HCS, which is facing the circumstance of big data. HCS expands H-Code manner RAID 6. Two key techniques are used to avoid parity blocks’ recalculating.The first one... This paper introduces a new RAID 6 expanding method HCS, which is facing the circumstance of big data. HCS expands H-Code manner RAID 6. Two key techniques are used to avoid parity blocks’ recalculating.The first one is anti-diagonal data blocks’ selection, and the other one is horizontal data migration. These two techniques ensure the data blocks are retained in the same verification zone, that is horizontal verification zone and anti-diagonal verification zone. Experimental results showed that, compared with SDM, which is also a fast expansion method, HCS can reduce 3.6% expansion time and promote 4.62% performance under four traces. 展开更多
关键词 Big data H-Code RAID EXPANDING HORIZONTAL coding Anti-diagonal PARITY HORIZONTAL PARITY
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Research and Practice on College Students’Innovation and Entrepreneurship Education
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作者 Hui Gao Zhaowen Qiu +2 位作者 Zhengyu Liu Lei Huang Ying San 《国际计算机前沿大会会议论文集》 2016年第2期14-15,共2页
Strengthening the education of innovation and entrepreneurship is one of the important tasks of China’s higher education reform and development.Entrepreneurship Education should focus on setting pioneering genetic co... Strengthening the education of innovation and entrepreneurship is one of the important tasks of China’s higher education reform and development.Entrepreneurship Education should focus on setting pioneering genetic code for future generations.Essentially,it is an education innovation-oriented entrepreneurial revolution of human resource development.Technological innovation is strategic support to improve social productivity and comprehensive national strength,which should be placed at the core of national overall development.For China’s higher education,it proposes more new requirements.Serious discussion on the innovation education of college students is needed.Through practice,improvements in the quality of innovation and entrepreneurship education will be achieved. 展开更多
关键词 INNOVATION and ENTREPRENEURSHIP EDUCATION mode TALENT CULTIVATION
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The Monitoring with Video and Alarm System Based on Linux Router
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作者 Qiqing Huang Yan Chen +1 位作者 Honge Ren Zhaowen Qiu 《国际计算机前沿大会会议论文集》 2015年第1期122-123,共2页
As one of important safeguarded measures in security field, the video monitoring system have been applied in extensive ways such as building’s security,information’s acquisition and medical treatment. In current tim... As one of important safeguarded measures in security field, the video monitoring system have been applied in extensive ways such as building’s security,information’s acquisition and medical treatment. In current time, the intelligent home systems as well as the Internet of Things are forming a more and more mature industrial chain. With abundant of new technology applications, this industrial chain is developing towards to a more intelligent way. One of the most important applications is the video monitoring system developed by new technology. Deploy an appropriate design of video monitoring system in the several fields such as public security, traffic schedule, systems control and so on, is a major technological medium which can guarantee not wasting an amount of manpower resource as well as keeping the system in a good running status. This article based on the preponderance of the Linux system, especially the character of open source of it. Combine the Linux system and some particular routers;designing a real-time and efficient video monitoring system. It’s functional and in the meantime it can discriminate abnormal information or the situation automatically and then raise the alarm. This system use matured B/S mode in software’s framework, which is also lightweight class. In addition, this system manages the expenses in hardware cost more commendably. 展开更多
关键词 VIDEO MONITORING ALARM B/S framework
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The Design and Implementation of an Encrypted U-Disk Based on NFC
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作者 Yunhang Zhang Chang Hou +3 位作者 Yan Chen Qiqing Huang Honge Ren Zhaowen Qiu 《国际计算机前沿大会会议论文集》 2015年第1期124-125,共2页
With the popularity of USB3.0, consumers favor a mobile storage which is convenient and efficient. But in the same time, people often pay less attention to the Safety of traditional mobile storage, especially the U-di... With the popularity of USB3.0, consumers favor a mobile storage which is convenient and efficient. But in the same time, people often pay less attention to the Safety of traditional mobile storage, especially the U-disk, the security of which is almost ineffective. Challenged by severe test of current information security situation, designing a safe and reliable way to protect the user's privacy encryption has gradually attracted both the equipment manufacturers and the user's attention. As we can see among them, as a quick and secure identification technology, NFC gains a great application in mobile payment and authentication field. It also means a great momentum to popularize.Its unique convenience and safety guarantee in the applications has a wonderful prospect in replacing traditional security solutions. This paper discusses a actualization of a new encrypt U disk which is applied with the NFC technology,to understand the principles of NFC technology and its practical application of encryption, this paper can play a guiding significance. 展开更多
关键词 NFC U-DISK ENCRYPTION AUTHENTICATION TECHNOLOGY
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Design and Implement of International Students' Management and Security Warning System Based on B/S Architecture
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作者 Yulu Zhang Zhikun Li +2 位作者 Ya Wen Jifu Wang Ruigai Li 《国际计算机前沿大会会议论文集》 2018年第2期53-53,共1页
关键词 INTERNATIONAL STUDENT SECURITY WARNING MANAGEMENT SYSTEM
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Distributed Fiber Optic Vibration Sensing Event Recognition Method Based on CNN-LSTM-Transformer Net
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作者 LI Jun WANG Liqun +5 位作者 LIU Jin DING Damin ZHANG Dawei HU Xing LIN Songzhi YANG Haima 《Wuhan University Journal of Natural Sciences》 2025年第4期321-333,共13页
Phase-sensitive Optical Time-Domain Reflectometer(φ-OTDR)technology facilitates the real-time detection of vibration events along fiber optic cables by analyzing changes in Rayleigh scattering signals.This technology... Phase-sensitive Optical Time-Domain Reflectometer(φ-OTDR)technology facilitates the real-time detection of vibration events along fiber optic cables by analyzing changes in Rayleigh scattering signals.This technology is widely used in applications such as intrusion monitoring and structural health assessments.Traditional signal processing methods,such as Support Vector Machines(SVM)and K-Nearest Neighbors(KNN),have limitations in feature extraction and classification in complex environments.Conversely,a single deep learning model often struggles with capturing long time-series dependencies and mitigating noise interference.In this study,we propose a deep learning model that integrates Convolutional Neural Network(CNN),Long Short-Term Memory Network(LSTM),and Transformer modules,leveraging φ-OTDR technology for distributed fiber vibration sensing event recognition.The hybrid model combines the CNN's capability to extract local features,the LSTM's ability to model temporal dynamics,and the Transformer's proficiency in capturing global dependencies.This integration significantly enhances the accuracy and robustness of event recognition.In experiments involving six types of vibration events,the model consistently achieved a validation accuracy of 0.92,and maintained a validation loss of approximately 0.2,surpassing other models,such as TAM+BiLSTM and CNN+CBAM.The results indicate that the CNN+LSTM+Transformer model is highly effective in handling vibration signal classification tasks in complex scenarios,offering a promising new direction for the application of fiber optic vibration sensing technology. 展开更多
关键词 distributed fiber optic vibration sensing convolutional neural network long and short-term memory network attention mechanism Φ-OTDR
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