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WindOps

Система прогноза выработки ветровых турбин по погодным данным: модель CatBoost, бэктест на архивных прогнозах погоды, веб-панель оператора и…

Рабочий MVP
AI-агентыHackAlemMLДашбордыЭнергетика
GitHub
Команда «Steppedev» 5💬 0 комментариевс 23 сентября 2026 г.

О проекте

Команда: Steppedev
Кейс HackAlem.ai: Энергетика — Самрук-Казына
Стадия: Рабочий MVP

Задача кейса: AI-агент, прогнозирующий выработку ветровой электростанции по погодным данным

Суть

Система прогноза выработки ветровых турбин по погодным данным: модель CatBoost, бэктест на архивных прогнозах погоды, веб-панель оператора и AI-копилот.

Как устроено

Скрипты в task/ скачивают погоду и объединяют её с телеметрией turbine_1/2.csv (merge_weather_power, prepare_data). На этих данных обучаются CatBoost-модели (catboost_power, catboost_weather), выполняется бэктест по дням на архивных прогнозах и прогноз на февраль. Backend-пакет windops содержит weather client, ML-инференс, телеметрию, API и агента (copilot, language_model). Frontend на React/TS: страницы Forecast, Agent, Diagnostics, HistoricalReplay, TurbineTwin, локализация kk/ru.

Ключевые решения

  • CatBoost
  • погодный бэктест по архивным прогнозам
  • сравнение моделей турбин
  • LLM-копилот

Особенности

Бэктест с посуточными снимками архивных прогнозов погоды (task/weather_backtest/2026MMDD) исключает утечку будущих данных. Есть цифровой двойник турбины и интерфейс на казахском и русском. README пустой.

Стек

Python · React · TypeScript · Playwright · Node.js

Проект создан за 5 часов на финале хакатона HackAlem.ai (23 сентября 2026, Астана). Код — BAITC-Hacks/hack-903024d0-steppedev.

GitHub

BAITC-Hacks/hack-903024d0-steppedev
Звёзды
⭐ 1
Форки
0
Язык
Python
Последний push
в прошлом месяце
Коммиты
18
Авторы
2
Файлы
1535
Ветки
1

Авторы коммитов

Flekshoter 10kenzhebekdanial2006 8

История коммитов

  • 2026-09-23 17:48update finalFlekshoter
  • 2026-09-23 17:17ai agentkenzhebekdanial2006
  • 2026-09-23 17:15ai agentkenzhebekdanial2006
  • 2026-09-23 17:13РедмиFlekshoter
  • 2026-09-23 17:11API integration, optimization, best design for worker and very easy to undertand info + ReadmeFlekshoter
  • 2026-09-23 17:02Delete README.mdFlekshoter
  • 2026-09-23 16:54readmeFlekshoter
  • 2026-09-23 16:17DATA + LLM + trainingkenzhebekdanial2006
Все коммиты (18)
  • 2026-09-23 15:35summarizing and organizingFlekshoter
  • 2026-09-23 15:26Merge branch 'main' of https://github.com/BAITC-Hacks/hack-903024d0-steppedevFlekshoter
  • 2026-09-23 15:26Update .gitignoreFlekshoter
  • 2026-09-23 15:23update via the frontendFlekshoter
  • 2026-09-23 14:57обучениеkenzhebekdanial2006
  • 2026-09-23 14:42Merge branch 'main' of https://github.com/BAITC-Hacks/hack-903024d0-steppedevkenzhebekdanial2006
  • 2026-09-23 14:41Delete weather_api.pykenzhebekdanial2006
  • 2026-09-23 14:22main frontend sideFlekshoter
  • 2026-09-23 13:58Update weather_api.pykenzhebekdanial2006
  • 2026-09-23 13:55получение данных погодыkenzhebekdanial2006
Структура репозитория (1535 файлов)
.gitignore
.prettierignore
.prettierrc.json
README.md
ai_agent.py
backend/.env.example
backend/README.md
backend/__init__.py
backend/requirements.txt
backend/tests/__init__.py
backend/tests/test_copilot.py
backend/tests/test_integration.py
backend/tests/test_live_api.py
backend/tests/test_paths.py
backend/tests/test_standalone_agent.py
backend/tests/test_telemetry.py
backend/windops/__init__.py
backend/windops/agent/__init__.py
backend/windops/agent/analysis.py
backend/windops/agent/copilot.py
backend/windops/agent/language_model.py
backend/windops/api/__init__.py
backend/windops/api/app.py
backend/windops/api/runtime.py
backend/windops/core/__init__.py
backend/windops/core/config.py
backend/windops/core/paths.py
backend/windops/data/__init__.py
backend/windops/data/preparation.py
backend/windops/data/repository.py
backend/windops/data/telemetry.py
backend/windops/ml/__init__.py
backend/windops/ml/inference.py
backend/windops/ml/training.py
backend/windops/weather/__init__.py
backend/windops/weather/client.py
backend/windops/weather/runs.py
docs/TELEMETRY.md
forecast_live.py
frontend/components.json
frontend/index.html
frontend/public/favicon.svg
frontend/src/App.tsx
frontend/src/components/agent/AgentTimeline.tsx
frontend/src/components/agent/Copilot.tsx
frontend/src/components/agent/OperationsStatus.tsx
frontend/src/components/agent/OperatorBrief.tsx
frontend/src/components/charts/ForecastChart.tsx
frontend/src/components/charts/WindChart.tsx
frontend/src/components/confidence/ForecastConfidence.tsx
frontend/src/components/forecast/ForecastExplanation.tsx
frontend/src/components/forecast/OperatorGuide.tsx
frontend/src/components/layout/Header.tsx
frontend/src/components/layout/LanguageSelector.tsx
frontend/src/components/layout/PageHeading.tsx
frontend/src/components/layout/Sidebar.tsx
frontend/src/components/turbine/TelemetryStatus.tsx
frontend/src/components/turbine/TurbineCard.tsx
frontend/src/components/turbine/TurbineVisual.tsx
frontend/src/components/ui/button.tsx
frontend/src/components/ui/dialog.tsx
frontend/src/components/ui/shared.tsx
frontend/src/components/ui/tooltip.tsx
frontend/src/i18n/I18nContext.tsx
frontend/src/i18n/format.ts
frontend/src/i18n/locales/kk.json
frontend/src/i18n/locales/ru.json
frontend/src/i18n/translate.test.ts
frontend/src/i18n/translate.ts
frontend/src/index.css
frontend/src/lib/utils.ts
frontend/src/main.tsx
frontend/src/pages/Agent.tsx
frontend/src/pages/Diagnostics.tsx
frontend/src/pages/Forecast.tsx
frontend/src/pages/HistoricalReplay.tsx
frontend/src/pages/Overview.tsx
frontend/src/pages/TurbineTwin.tsx
frontend/src/services/api.test.ts
frontend/src/services/api.ts
frontend/src/state/OperationsContext.tsx
frontend/src/styles/operator.css
frontend/src/types/agent.ts
frontend/src/types/copilot.ts
frontend/src/types/forecast.ts
frontend/src/types/operations.ts
frontend/src/types/telemetry.ts
frontend/src/types/turbine.ts
frontend/tests/operations.spec.ts
frontend/tests/telemetry.spec.ts
gif/firefox_EHElEHU6R6.gif
main.py
models/catboost_weather.cbm
package-lock.json
package.json
playwright.config.ts
predictions/live/analysis_live.json
predictions/live/forecast_live.csv
predictions/live/forecast_live.json
scripts/dev.mjs
scripts/processes.mjs
scripts/python.mjs
storage/data/processed/.gitkeep
storage/data/raw/.gitkeep
storage/forecasts/.gitkeep
storage/models/.gitkeep
storage/reports/.gitkeep
storage/weather/.gitkeep
task/ai_agent.py
task/check_turbines.py
task/compare_turbine_models.py
task/data/processed/hourly_training.csv
task/data/processed/training_v2.csv
task/data/turbine_1.csv
task/data/turbine_2.csv
task/download_weather_training.py
task/merge_weather_power.py
task/models/catboost_power.cbm
task/models/catboost_validation.cbm
task/models/catboost_weather.cbm
task/models/catboost_weather_metadata.json
task/models/catboost_weather_validation.cbm
task/models/model_metadata.json
task/models/turbine_model_comparison.json
task/models/validation_predictions.csv
task/models/weather_validation_predictions.csv
task/predict_february.py
task/predictions/forecast_february.csv
task/predictions/forecast_february_latest.csv
task/predictions/forecast_february_test_period.csv
task/prepare_data.py
task/train_model.py
task/train_model_v2.py
task/weather_api.py
task/weather_backtest.py
task/weather_backtest/20260131/forecast.csv
task/weather_backtest/20260131/response.json
task/weather_backtest/20260201/forecast.csv
task/weather_backtest/20260201/response.json
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task/weather_training/skipped_dates.json
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task/wind_forecast.csv
tsconfig.app.json
tsconfig.json
tsconfig.node.json
vite.config.ts

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