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越南大坝变形监测多源数据获取与处理关键技术研究

Acknowledgements第5-8页
Abstract第8-9页
详细摘要第11-16页
Chapter 1 Introduction第16-29页
    1.1 Research background第16-19页
        1.1.1. Overview第16页
        1.1.2. Instruments, measurements and data archives第16-18页
        1.1.3. Coherence in the monitoring systems第18页
        1.1.4. Human resources and awareness第18-19页
    1.2 Overseas and domestic research status第19-26页
        1.2.1. Overseas research status第19-23页
        1.2.2. Domestic research status第23-26页
    1.3 The objectives of dissertation第26页
    1.4 Research contribution第26-27页
    1.5 Structure of the dissertation第27-29页
Chapter 2 Primary Methods of Dam Deformation Monitoring第29-54页
    2.1. Required parameters of dam deformation monitoring第29-32页
        2.1.1. Non-Geodetic parameters第29-30页
        2.1.2. Geodetic parameters第30-32页
    2.2. Geotechnical methods and instruments第32-41页
        2.2.1. For non-geodetic parameters第32-33页
        2.2.2. For geodetic parameters第33-41页
    2.3. Geodetic methods and instruments第41-51页
        2.3.1. Alignment methods第41-42页
        2.3.2. Angle and distance measurements第42-43页
        2.3.3. Precision leveling第43-44页
        2.3.4. Plumblines第44-45页
        2.3.5. GNSS monitoring system第45-47页
        2.3.6. Interferometric synthetic aperture radar (InSAR)第47-49页
        2.3.7. Terrestrial Laser Scanning (TLS)第49-51页
    2.4. Comparison of instruments第51-52页
    2.5. Summary第52-54页
Chapter 3 Research on Regulations and Standards of Dam Deformation Monitoring第54-79页
    3.1. Standards of dam deformation monitoring in USA第54-61页
        3.1.1. General standards第54-55页
        3.1.2. Location of reference points and monitoring points第55-57页
        3.1.3. Limited errors of surveying第57-58页
        3.1.4. Deformation instruments第58页
        3.1.5. Network pre-analysis and adjustment第58页
        3.1.6. Analysis and assessment of results第58-60页
        3.1.7. Data acquisition, deformation presentation, final reports and data management第60-61页
    3.2. Specifications and standards of dam deformation monitoring in China第61-71页
        3.2.1. General specification for monitoring dam deformation第62-65页
        3.2.2. Measuring methods and requirements of reference network第65-66页
        3.2.3. Measuring methods and requirements of monitoring network第66-69页
        3.2.4. Processing and analyzing the results of deformation monitoring第69-71页
        3.2.5. Deformation model and forecast第71页
    3.3. Vietnamese specifications and standards of deformation monitoring in comparison第71-78页
        3.3.1. General specifications第71-73页
        3.3.2. Specifications of reference networks第73-75页
        3.3.3. Specifications of monitoring networks第75-76页
        3.3.4. Processing and analyzing the results of deformation monitoring第76-77页
        3.3.5. Deformation model and forecast第77-78页
        3.3.6. Additional requirements of dam deformation monitoring in Vietnam第78页
    3.4. Summary第78-79页
Chapter 4 Models for Dam Deformation Analysis第79-106页
    4.1. General concept of dam deformation analysis第79-81页
        4.1.1. Deformation analysis第79-80页
        4.1.2. Previous works第80-81页
    4.2. Statistical method with multiple linear regression model第81-85页
        4.2.1. Statistics model第82-84页
        4.2.2. Multiple linear regression analysis第84-85页
    4.3. Statistical method with Seasonal ARIMA model第85-95页
        4.3.1. Stationary and nonstationary time series第85-87页
        4.3.2. Seasonal models第87-89页
        4.3.3. Model specification, fitting and checking第89-93页
        4.3.4. Forecasting第93-95页
    4.4. Multilayer Perceptron Neural Networks (MLPs)第95-101页
        4.4.1. General第95页
        4.4.2. Multilayer perceptron neural network第95-96页
        4.4.3. Back-propagation algorithm第96-101页
    4.5. Adaptive Neuron Fuzzy Inference System (ANFIS)第101-105页
        4.5.1. Theoretical background第101-103页
        4.5.2. Particle Swarm Optimization第103-104页
        4.5.3. Proposition hybrid PSO-FIS model第104-105页
    4.6. Summary第105-106页
Chapter 5 Experiments for Dam Deformation Analysis第106-123页
    5.1. Case study第106-109页
        5.1.1. General description of the Hoa Binh hydropower dam第106-107页
        5.1.2. Monitoring data第107-108页
        5.1.3. Accuracy assessment第108-109页
    5.2. Statistical modeling第109-112页
        5.2.1. Multiple linear regression model第109-110页
        5.2.2. SARIMA model第110-112页
    5.3. MLPs modeling第112-117页
        5.3.1. MLPs model第112-115页
        5.3.2. MLPs combination models第115-117页
    5.4. PSO-FIS modeling第117-122页
        5.4.1. Proposed PSO-FIS approach第117-119页
        5.4.2. Modeling result第119-122页
    5.5. Summary第122-123页
Chapter 6 Conclusions and Prospects for Further Work第123-126页
    6.1. Conclusions第123-124页
    6.2. Prospects for Further Work第124-126页
References第126-133页
Publications第133-135页
Appendix A: Terms第135-136页
Appendix B: List of Abbreviations and Acronyms第136-138页
Appendix C: List of Tables第138-140页
Appendix D: List of Figures第140-141页

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