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cbm
Here are 11 public repositories matching this topic...
AI-powered concrete damage detection using SAM with privacy protection. Automatic rust detection, pattern recognition, and signboard blur masking.
computer-vision sam pattern-recognition object-detection image-segmentation privacy-protection data-anonymization predictive-maintenance cbm structural-health-monitoring rust-detection segment-anything ai-for-infrastructure image-blurring concrete-damage-detection infrastructure-inspection signboard-masking
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Nov 24, 2025 - Python
A deep reinforcement learning system for optimizing bridge maintenance decisions across municipal infrastructure fleets, implementing cross-subsidy budget sharing and cooperative multi-agent learning.
reinforcement-learning deep-q-learning decision-support-system predictive-maintenance cbm resource-sharing large-scale-optimization markov-decision-process multi-agent-rl prognostics-health-management budget-allocation bridge-maintenance disaster-resilience infrastructure-maintenance-management infrastructure-resilience municipal-infrastructure hadr-ai cooperative-rl cross-subsidy
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Dec 5, 2025 - Python
Deep Q-Network (DQN) implementation for optimal maintenance planning of 100-bridge fleet infrastructure using advanced reinforcement learning techniques and vectorized parallel training.
reinforcement-learning dqn performance-optimization deep-q-learning predictive-maintenance cbm large-scale-optimization structural-health-monitoring parallel-training markov-decision-process prognostics-health-management bridge-maintenance disaster-resilience infrastructure-maintenance-management infrastructure-resilience bridge-fleet vectorized-training high-performance-rl
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Dec 6, 2025 - Python
Deep Q-Network implementation for optimal bridge maintenance planning using Markov Decision Process formulation with vectorized parallel training. Based on Phase 3 (Vectorized DQN) from dql-maintenance-faster project.
reinforcement-learning dqn performance-optimization deep-q-learning predictive-maintenance cbm large-scale-optimization structural-health-monitoring parallel-training markov-decision-process prognostics-health-management bridge-maintenance disaster-resilience infrastructure-maintenance-management infrastructure-resilience bridge-fleet vectorized-training
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Dec 8, 2025 - Python
This system analyzes bridge repair method recommendation reports generated by AI agents and visualizes the decision-making pathway from damage → deterioration factors → repair methods as a Decision Tree. It aims to "make the thought process visible."
graph-visualization decision-tree predictive-maintenance cbm explainable-ai xai structural-health-monitoring condition-based-maintenance causal-analysis ai-agent bridge-maintenance bridge-inspection infrastructure-maintenance-management agentic-ai infrastructure-resilience hadr-ai reasoning-path thought-process-visualization repair-recommendation maintenance-decision-support
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Dec 13, 2025 - Python
EN : Water Pipe Leakage Risk Prediction System v0-3 | Industrial-grade GPR system achieving R²=0.9894 accuracy with 1,907x parallel processing efficiency | Complete scalability proven from N=44 to N=6000 datasets. JP : 水道管漏水リスク予測GPRシステム v0-3 | 産業レベル予測精度R²=0.9894、1,907倍並列処理効率化を実現したガウス過程回帰による高精度漏水リスク分析システム | N=44→N=6000完全スケーラビリティ実証済み
infrastructure-monitoring regression-models gpr predictive-maintenance ground-penetrating-radar cbm industrial-ai risk-prediction large-scale-data-processing subsurface-imaging sensor-data-analysis civil-engineering-ai decision-support-ai water-pipe-leakage pipeline-risk-prediction utility-maintenance
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Sep 21, 2025 - Python
C51 Distributional DQN (v0.8) for bridge fleet maintenance optimization. Implements categorical return distributions (Bellemare et al., PMLR 2017) with 300x speedup via vectorized projection. Combines Noisy Networks, Dueling DQN, Double DQN, PER, and n-step learning. Validated on 200-bridge fleet: +3,173 reward in 83 min (25k episodes).
reinforcement-learning deep-q-learning double-dqn dueling-dqn predictive-maintenance cbm prioritized-experience-replay noisy-networks large-scale-optimization structural-health-monitoring markov-decision-process distributional-rl prognostics-health-management bridge-maintenance disaster-resilience infrastructure-maintenance-management vectorized-operations infrastructure-resilience n-step-learning bridge-fleet
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Dec 8, 2025 - Python
This tool applies self-improving (Agentic) clustering to bridge maintenance data in Open data at some Prefecture, Japan, to automatically identify bridge groups with high maintenance priority.
unsupervised-learning decision-support-system predictive-maintenance cbm structural-health-monitoring clustering-algorithms prognostics-health-management risk-ranking bridge-maintenance disaster-resilience agentic-ai infrastructure-resilience self-improving-ai municipal-infrastructure public-data-analysis hadr-ai bridge-fleet agentic-clustering maintenance-priority
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Nov 29, 2025 - Python
An AI-powered bridge health classification system that automatically categorizes bridge inspection reports into health levels using machine learning. The system leverages Explainable Boosting Machine (EBM) to achieve high accuracy while maintaining interpretability.
text-mining document-classification ebm decision-support-system predictive-maintenance cbm interpretable-ml explainable-ai report-analysis structural-health-monitoring classification-models bridge-health bridge-maintenance bridge-inspection explainable-boosting-machine infrastructure-inspection civil-engineering-ai
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Oct 3, 2025 - Python
This project applies self-improving (Agentic) clustering with Bayesian Optimization to bridge maintenance data in some Prefecture, Japan, to automatically identify bridge groups with high maintenance priority.
unsupervised-learning bayesian-optimization decision-support-system predictive-maintenance cbm structural-health-monitoring clustering-algorithms prognostics-health-management risk-ranking bridge-maintenance disaster-resilience infrastructure-maintenance-management agentic-ai infrastructure-resilience self-improving-ai municipal-infrastructure hadr-ai bridge-fleet agentic-clustering maintenance-priority
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Nov 30, 2025 - Python
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