---
description: '#CNN #LSTM #RandomForestRegression #ExtraTreesRegressor #XGBRegressor'
---

# DACON 팔당댐 홍수 안전운영에 따른 한강 수위 예측 AI 경진대회 - CNN-LSTM을 활용한 한강 수위 예측

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2FSUaPZJwFgoDO5bzxZ5Ej%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_01.jpg?alt=media&#x26;token=60ab428c-78b8-4ceb-b0b3-e7bc46e728c2" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2FeI7xXNeXQLGLaknEDLAi%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_02.jpg?alt=media&#x26;token=85ddbd45-7769-4166-9a8a-a3798fad787d" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2FlqJbB44ll6Zn7jacrm5U%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_03.jpg?alt=media&#x26;token=85c92c99-a9b0-4821-a950-3ca1bf4d5866" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2FoHA4yKLArmzfUyBCfzfl%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_04.jpg?alt=media&#x26;token=bec2abd8-738d-4521-a6bd-118e18c317e3" alt=""><figcaption></figcaption></figure>

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<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fyiqycm7ZDBsUAdFOjldk%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_06.jpg?alt=media&#x26;token=705b5f88-2e73-4937-8dec-31e286bb5edc" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2FYtccqqDRBz5ac2JmdMQj%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_07.jpg?alt=media&#x26;token=f9770687-0fc9-48d2-a15e-31debbd2a2bc" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Ff8jxJ4Pj806gi1an1ZHd%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_08.jpg?alt=media&#x26;token=ab006e95-2dca-45fc-bac8-c697b2ba559d" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2F1XdKKhxeJMJUvuKFGdsE%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_09.jpg?alt=media&#x26;token=0a11cddc-8f9c-4258-8e78-e8943de94fc7" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2FDjTudzxWaOn78skMizDB%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_10.jpg?alt=media&#x26;token=60ed3242-b107-4ef1-8956-280f0dbde5ae" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2FhIjAAoYOovsVCNrTgA8B%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_11.jpg?alt=media&#x26;token=d859caa0-80c5-4478-902f-c93b7fa5cff5" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2F9B50B0CwRtEVewqEIkiC%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_12.jpg?alt=media&#x26;token=3405d7dc-c33b-43ad-bdc6-8f2802688534" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2FXa1COO9LjrzpEXNtY3Id%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_13.jpg?alt=media&#x26;token=94c771b8-6cfa-4bd3-8707-8c51cb6e6fbc" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2F8jHpoUrysvIUo8VpsAOU%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_14.jpg?alt=media&#x26;token=d76b0ee7-425c-4701-aaaa-405c135df6c8" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2F1lqWX8x87biFY9TaKpV0%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_15.jpg?alt=media&#x26;token=d034aada-4511-42ad-9adc-fb788cf7cd09" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2Fv3INFNfSuKrv7WzFU1zd%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_16.jpg?alt=media&#x26;token=29ffe881-784a-4e2b-8684-f1f68e186251" alt=""><figcaption></figcaption></figure>

<figure><img src="https://1310040907-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FIbP28uelRYYLg8V6r8M6%2Fuploads%2FKbQ1vPqBUXvnniUgnJtT%2FDACON%20%ED%8C%94%EB%8B%B9%EB%8C%90%20%ED%99%8D%EC%88%98%20%EC%95%88%EC%A0%84%EC%9A%B4%EC%98%81%EC%97%90%20%EB%94%B0%EB%A5%B8%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1%20AI%20%EA%B2%BD%EC%A7%84%EB%8C%80%ED%9A%8C%20-%20CNN-LSTM%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%ED%95%9C%EA%B0%95%20%EC%88%98%EC%9C%84%20%EC%98%88%EC%B8%A1_%ED%8E%98%EC%9D%B4%EC%A7%80_17.jpg?alt=media&#x26;token=89f6eef0-b4fd-44c8-ae44-d7a9c0d9f324" alt=""><figcaption></figcaption></figure>

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