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[Start] -> [Phase 1: Specification Identification for Structural Assessments] -> [Objective 1: Literature Review] -> [Activities:] -> [Review of Existing Literature] -> [Consultation with Experts] -> [Specification Selection] -> [End Objective 1] -> [Phase 2: Dataset Collection and Curation] -> [Objective 2: Data Collection] -> [Activities:] -> [Gather Historical Seismic Event Data] -> [Acquire Building Characteristics Data] -> [Collect Damage Assessments] -> [Data Preprocessing] -> [End Objective 2] -> [Phase 3: Exploration of Artificial Neural Networks (ANNs)] -> [Objective 3: Understanding ANN Fundamentals] -> [Activities:] -> [Gain Comprehensive Understanding of ANNs] -> [Feature Engineering] -> [Model Architecture Selection] -> [Model Training] -> [End Objective 3] -> [Phase 4: Model Optimization and Refinement] -> [Objective 4: Hyperparameter Tuning] -> [Activities:] -> [Experiment with Hyperparameters] -> [Feature Selection] -> [Model Ensemble] -> [Validation and Testing] -> [End Objective 4] [Conclusion] [End]
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