Advances in natural computation, fuzzy systems and knowledge discovery / / editors, Hongying Meng [and five others]

• Record Nr.: UNINA9910488710903321
• Pubbl/distr/stampa: Cham, Switzerland : , : Springer, , [2021]; ©2021
• ISBN: 3-030-70665-6
• Descrizione fisica: 1 online resource (1951 pages)
• Collana: Lecture Notes on Data Engineering and Communications Technologies ; ; v.88
• Disciplina: 006.38
• Soggetti: Natural computation; Fuzzy systems; Sistemes borrosos; Mineria de dades; Llibres electrònics
• Lingua di pubblicazione: Inglese
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Nota di bibliografia: Includes bibliographical references and index.
• Nota di contenuto: Intro -- Preface -- Organization -- General Chairs -- Program Chairs -- Organizing Chairs -- Finance Chairs -- Tutorial Chairs -- Registration Chairs -- Publication Chairs -- Publicity Chairs -- Contents -- Derivation of Multitemporal Kauth-Thoms Transformation for GF-2 mIHS Pansharpening Digital Number Data -- 1 Introduction -- 2 Data and Methods -- 2.1 Data -- 2.2 Kauth-Thomas Transformation -- 3 Results and Discussions -- 4 Conclusions -- References -- Quasi-circular Vegetation Patch Mapping with Multitemporal Kauth-Thomas Transformation of the mIHS Pansharpened GF-2 Images -- 1 Introduction -- 2 Materials and Methods -- 2.1 Study Site -- 2.2 Gaofen-2 Data -- 2.3 Multitemporal Kauth-Thomas Transformation -- 3 Results and Discussions -- 4 Conclusions -- References -- Prediction of Hot Events Forwarding Based on Variable-Order SEIR Infectious Disease Model -- 1 Introduction -- 2 Modeling of Event Forwarding Prediction -- 2.1 Traditional Integer-Order SEIR Model -- 2.2 The Variable-Order SEIR Model -- 3 Results and Discussion -- 3.1 The Effect of Changing Probability , on the SEIR Epidemic Model -- 3.2 ; Comparison Between the Variable-Order and Traditional SEIR Model -- 3.3 Comparison of the Variable-Order SEIR Model and BP Neural Network Prediction -- 4 Conclusion -- References -- Research on Innovation of Chinese Medicine Prescriptions Based on Fuzzy Clustering and Fuzzy Pattern Recognition -- 1 Introduction -- 2 Fuzzy Membership Degree and Fuzzy Quantification Method -- 2.1 Fuzzy Clustering Analysis -- 3 Experiment of Clustering Analysis -- 4 Fuzzy Pattern Recognition -- 5 Experiment of Fuzzy Pattern Recognition -- 6 Conclusion -- References -- A Conceptual Professional Assessment Model Based RDF Data Crowdsourcing -- 1 Introduction -- 2 Related Work -- 3 Worker Concept Professional Assessment Model -- 3.1 Related Definitions.; 3.2 Conceptual Professional Assessment Model Architecture -- 3.3 Conceptual Alignment Strategy Based on Standard Knowledge Base -- 3.4 Test Task Extraction -- 3.5 Option Build -- 4 Experimental Design and Experimental Analysis -- 4.1 Experimental Dataset -- 4.2 Experiment Design and Result Analysis -- 5 Conclusion -- References -- MAHS: A System for Mining and Analysing Hot-Spots from Bike-Sharing Data -- 1 Introduction -- 2 System Overview -- 3 Demonstration Scenario -- 4 Conclusion -- References -- The Construction of Integrated Product Development Framework in Aviation Manufacturing Enterprise -- 1 Introduce -- 2 IPD System Construction and Practice -- 2.1 Development Activity Structure -- 2.2 Project Team Organization -- 2.3 Decision Making -- 2.4 Development Tools and Techniques -- 2.5 Product Strategy Process -- 2.6 Technology Management -- 2.7 Pipeline Management -- 2.8 IT Environment -- 3 Conclusion -- References -- Multi-label Learning with Missing Labels Based on Instance-Wise and Label-Wise Correlations for Image Classification -- 1 Introduction -- 2 Related Works -- 3 The Proposed Method -- 3.1 Label Consistency -- 3.2 Instance-Wise Correlation -- 3.3 Label-Wise Correlation -- 3.4 The Objective Function -- 4 Experiments -- 4.1 Datasets -- 4.2 Experimenting Settings -- 4.3 Results and Analyses -- 5 Conclusion -- References -- Policy System and Market Mechanism Suggestion of Energy Storage Industry in China -- 1 Introduction -- 2 Domestic and Overseas Energy Storage Related Policies and Market Mechanisms -- 3 Domestic Policies Status -- 4 Policy Suggestions on Energy Storage Development in China -- 4.1 Improving Market Operating of Energy Storage Participating in Auxiliary Service -- 4.2 Accelerating the Power Demand Side Management for Promoting the Construction of Energy Storage on Power User Side.; 4.3 Setting Priorities for Scheduling Process of Energy Storage System -- 4.4 Promoting Market-Oriented Development of Energy Storage by Increasing Related Tax Preference -- 4.5 Promoting the Power Capacity System Reform -- 5 Conclusion -- References -- Insights into Markets for Technology in China: Evidence from Patent Trades -- 1 Introduction -- 2 Literature Review -- 3 Data Source and Methodology -- 3.1 Data Source -- 3.2 Methodology -- 4 Results -- 4.1 General Trend of Patent Trades -- 4.2 Ingredients of Markets for Technology -- 5 Discussions and Conclusions -- References -- Cloud Task Prediction Model Based on Singular Spectrum Analysis, Empirical Mode Decomposition and Temporal Convolutional Network -- 1 Introduction -- 2 Proposed Mode and Related Methods and Model -- 2.1 Singular Spectrum Analysis -- 2.2 Empirical Mode Decomposition -- 2.3 Temporal Convolution Network -- 3 Experiments Results and Analysis -- 3.1 Data Processing -- 3.2 Compared with Other Algorithms and Analysis -- 4 Conclusions and Future Work -- References -- Mining High Utility Itemsets Using Ant Colony Optimization -- 1 Introduction -- 2 Preliminaries -- 2.1 Problem of HUIM -- 2.2 Ant Colony Optimization -- 3 Modeling HUIM ; Using ACO -- 3.1 Pheromone Matrix -- 3.2 Initialization of Search Path -- 3.3 State Transition Rule -- 4 Mining HUIs Using ACO -- 4.1 Bitmap Item Information Representation -- 4.2 Proposed Algorithm -- 5 Performance Evaluation -- 5.1 Test Environment and Datasets -- 5.2 Runtime -- 5.3 Number of Discovered HUIs -- 6 Conclusions -- References -- A Hierarchical Scene Text Detector Concerning Hard Examples -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Network Design -- 3.2 Label Generation -- 3.3 Multi-level Prediction with FPN -- 3.4 Edge Inhibition Branch -- 3.5 Loss Function -- 4 Experiments -- 4.1 Datasets.; 4.2 Determination of Loss Function Parameters -- 4.3 Comparison with State-of-art Detectors -- 5 Conclusion and Future Work -- References -- Edge Guided Loss in Image Inpainting -- 1 Introduction -- 2 Related Work -- 2.1 Partial Convolution Layer -- 2.2 Perceptual Loss and Style Loss -- 3 Proposed Method -- 3.1 Edge Guided Loss Term -- 3.2 Weighted Perceptual Loss -- 3.3 Total Loss Function -- 4 Experiments -- 4.1 Training -- 4.2 The Learning Curve of Sobel Loss Function -- 4.3 Experimental Results -- 5 Conclusion -- References -- Speech Enhancement Based on Deep Neural Network and Recurrent Neural Network -- 1 Introduction -- 2 Speech Enhancement Based on DNN and RNN -- 2.1 DNN-Based Speech Enhancement -- 2.2 RNN Model and Model Fusion -- 3 Experiments -- 3.1 Experimental Configurations -- 3.2 Results and Analysis -- 4 Conclusion -- References -- Collaborative Filtering Recommendation Combining Adversarial Network and Attention Mechanism -- 1 Introduction -- 2 Related Work -- 2.1 Generate Adversarial Network Module -- 2.2 Attention Mechanism Model -- 2.3 ACFGAN -- 3 Experiment and Analysis -- 3.1 Data Set Introduction and Preprocessing -- 3.2 Experimental Parameters -- 3.3 Experimental Results and Analysis -- 4 Conclusions and Expectations -- References -- Fractional STIR Epidemic Model for Opinion Dissemination in Social Networks -- 1 Introduction -- 2 Related Work -- 3 The Model Establishment -- 3.1 The Traditional SIR Model -- 3.2 The Fractional STIR Model -- 4 Simulation Results and Analysis -- 5 Conclusion -- References -- Heterogeneous-Aware Online Cloud Task Scheduler Based on Clustering and Deep Reinforcement Learning Ensemble -- 1 Introduction -- 2 Related Work -- 3 Scheduling Algorithm -- 3.1 Problem Formulation -- 3.2 Task Scheduling Algorithm -- 4 Experiments -- 5 Conclusion -- References.; High-Low Spatial Frequency Feature for Siamese Network Visual Tracking -- 1 Introduction -- 2 Related Work -- 2.1 Siamese Network Trace -- 2.2 High Performance Feature Extractors -- 3 Method -- 3.1 Siamese Framework Trackers -- 3.2 Combine High- and Low-Frequency Feature Maps -- 3.3 Change the ResNet with New Convolution -- 4 Experiment -- 4.1 Implementation Details -- 4.2 Value of Low-Frequency Channels -- 4.3 Compare Siamese-Res and Our Siamese Trackers -- 4.4 Result and Analyses -- 5 Conclusion -- References -- Chinese License Plate Character Recognition Algorithm Based on Perceptron and Deep Neural Network -- 1 Introduction -- 2 Algorithm Framework -- 2.1 Design of Superposition Operation and Similarity Operation Based on Perceptron -- 2.2 Design of Difference Operation Based on DNN -- 3 Design of the Character Templates -- 4 Character Recognition -- 5 Experimental Simulation and Analysis -- 6 Conclusion -- References -- Research on Emergency Mission Planning Model and Algorithm of Networking Autonomous Imaging Satellite -- 1 Introduction -- 2 Model Research -- 2.1 Research Hypothesis -- 2.2 Symbol Definition -- 2.3 Constraint Design -- 2.4 Multi-objective Function Design -- 2.5 Optimize Multiple Objectives -- 3 Algorithm Research -- 4 Algorithm Effect Analysis -- 5 ; Conclusion -- References -- New Global Membership Scaling Fuzzy C-Means Clustering Algorithm -- 1 Introduction -- 2 Review and Some New Findings of FCM -- 3 The Global Membership Degrees Scaling Scheme -- 3.1 New Interpretation About the Membership Degree -- 3.2 How to Filter Efficiently -- 3.3 How to Choose the Increment/Decrement of Membership Degree -- 4 Experimental Results -- 4.1 Experiments on Synthetic Data Sets -- 4.2 Experiments on Real World Data Sets -- 5 Conclusion -- References -- Mining Similar Words with Similarity Ranking -- 1 Introduction.; 2 Mining Similar Word Based on Word2vec.