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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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