| デベロッパー: | Samil SEN (3) | ||
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説明
Our model combines supervised deep learning and gradient boosting using XGBoost. Trained on over 24,370 earthquakes (Mw ≥ 2) recorded from 1990 to 2025 in the Marmara Region, it analyzes seismic data—such as earthquake occurrence time, magnitude, depth, seismic energy, and b-value—using a sliding window technique. This approach allows the model to capture evolving seismic activity patterns over time. From this data, sixteen AI-derived features are extracted to predict the maximum expected earthquake magnitude for the next 60 days. The XGBoost model, optimized with 750 estimators, learning rate 0.05, and max depth 6, achieves an R² of 0.96, demonstrating high predictive accuracy and reliability.
QuakeCode also offers interactive 2D, 3D, and 4D visualizations of seismic patterns and forecasts using powerful Python libraries such as Matplotlib, Plotly, Geopandas, and mpl_toolkits.mplot3d. These visualizations enable researchers, engineers, government agencies, and the public to better understand complex seismic trends, spatial distributions, and prediction results, facilitating informed decision-making and risk assessment.
The app is built with a robust technology stack, including Python, TensorFlow, Keras, pandas, and XGBoost. Development and experimentation are conducted in flexible and scalable environments such as Jupyter Notebook, Google Colab, Anaconda, and Xcode. This infrastructure supports continuous improvement, ease of collaboration, and deployment in diverse settings, making it accessible for researchers and practitioners worldwide.
Beyond earthquake prediction, QuakeCode contributes to environmental sustainability by supporting the monitoring of underground CO₂ storage sites. Carbon capture and storage (CCS) is a crucial strategy for mitigating climate change by reducing atmospheric greenhouse gases. Seismic monitoring ensures the integrity and safety of these storage sites over time, helping to detect potential leaks or instability early. QuakeCode’s seismic analysis tools thus provide valuable insights for both hazard mitigation and environmental protection.
QuakeCode’s mission is to reduce earthquake hazards, protect lives, and strengthen infrastructure resilience. By delivering data-driven, AI-powered forecasts and visualizations, the app empowers policymakers, scientists, engineers, emergency responders, and communities to make better-informed decisions that promote safer, more prepared, and sustainable societies both locally and globally.
Please note that QuakeCode is intended for educational, research, and public awareness purposes only. It does not collect, store, or share any personal data, ensuring user privacy. Furthermore, while the app’s forecasts are scientifically grounded and highly accurate, they should not be considered official emergency warnings. Users should always rely on guidance from local authorities and authorized seismic monitoring organizations in the event of earthquake threats.
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- バージョン: 1.0.9
- アップデート:
- Unfortunately, the button texts in the previous version were not properly aligned and had shifted downward.
To correct this issue, the font size of the button texts has been reduced by 3 points.
Additionally, the color of the main title has been adjusted for consistency.
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情報
«QuakeCode». プラットフォーム: iOS. カテゴリ: ビジネス. 開発者: «Samil SEN». 最初のリリース: . 最終更新日: . 現在の価格: $6.99. 記録された最低価格: $6.99 (). 記録された最高価格: $8.99 (). このタイトルはまだ AppAgg で評価やレビューを受けていません。 利用可能な言語: English. AppAgg は «QuakeCode»の価格履歴、評価、ユーザーフィードバックを追跡します。 今後の値下げと更新をフォロー: RSS で確認できます. AppAgg はアプリケーションをホストしたり、ソフトウェアを配布したりしません。 すべての商標、ロゴ、スクリーンショットはそれぞれの所有者に帰属します。
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