QuakeCode
비즈니스
￦9,900 · iPad용으로 디자인됨 · macOS용으로는 확인되지 않음
QuakeCode App harnesses advanced artificial intelligence (AI) and machine learning (ML) to provide accurate earthquake risk forecasts for Istanbul and nearby regions. Istanbul, with nearly 20 million residents, lies on the North Anatolian Fault Zone, one of the world’s most active seismic areas. This fault zone has historically produced devastating earthquakes, making timely and reliable forecasts essential to protect lives, infrastructure, and improve disaster preparedness and response.
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.
평가 및 리뷰
- 이 앱은 개요를 표시할 만큼 충분한 리뷰 또는 평가를 받지 않았습니다.
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.
Samil SEN 개발자가 아래 설명된 데이터 처리 방식이 앱의 개인정보 처리방침에 포함되어 있을 수 있다고 표시했습니다. 자세한 내용은 개발자의 개인정보 처리방침 을 참조하십시오.
사용자에게 연결되지 않은 데이터
다음 데이터가 수집될 수 있지만 신원에는 연결되지 않습니다.
- 기타 데이터
손쉬운 사용
개발자가 이 앱이 지원하는 손쉬운 사용 기능을 아직 등록하지 않았습니다. 더 알아보기
정보
- 제공자
- Samil SEN
- 크기
- 12.5 MB
- 카테고리
- 비즈니스
- 호환성
iOS 17.6 이상 필요
- iPhone
iOS 17.6 이상 필요 - iPad
iPadOS 17.6 이상 필요 - Mac
macOS 14.6 이상 및 Apple M1 칩 이상이 탑재된 Mac이 필요 - Apple Vision
visionOS 1.3 이상 필요
- iPhone
- 언어
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- 연령 등급
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- © MIT Licences
