温室効果ガス(GHG)排出量(スコープ3)問題を機械学習と数理最適化で対処する Advent Calendar 2024

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Category：Science & Theory

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カーボンニュートラル実現に向け企業が取り組まなければならない課題として、企業活動に関連する間接的な温室効果ガス（GHG）排出量全体の評価、いわゆる、サプライチェーン排出量(スコープ3)が必須という課題、があります。このサプライチェーン全体の排出量(スコープ3)測定・算定・予測は、企業の存続において大変重要な要素です。

このスコープ3における現状と課題、対策を、衛星データと地上データに基づいて、数理最適化、機械学習および強化学習を用して検証、実施します。

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Series 1

Sunday	Monday	Tuesday	Wednesday	Thursday	Friday	Saturday
@miraimeisatu はじめに Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu パンデミック時のGHG需要「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 武豊石炭火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシアの石炭供給の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 衛星データ活用による高精度化-スコープ3排出量算定と第三者検証 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシアの火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 中国の火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@miraimeisatu 北朝鮮　石炭火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 東アジアの石炭火力発電所稼働状況の第三者検証.1 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 東アジアの石炭火力発電所稼働状況の第三者検証.2 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシア占領地域を分析/予測する1 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシア占領地域を分析/予測する2 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシア占領地域を分析/予測する3 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 中国の水力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@miraimeisatu ロシアの火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 中国の火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 中国の化学産業の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 日本の火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu イギリスの火力発電所の「変動」を分析する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシアの水力発電-今のロシア占領地域の発電状況を追跡する(最終報告) Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 北朝鮮の石炭ロンダリングを分析する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@miraimeisatu 世界最大のCO2排出点の「変動」を分析する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 日本最大のCO2排出点の「変動」を分析する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu パンデミック時のGHG需要「変動」を分析/予測する（中間答え合わせ） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 答え合わせと終わりに Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	26	27	28

@miraimeisatu
はじめに
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パンデミック時のGHG需要「変動」を分析/予測する
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武豊石炭火力発電所の「変動」を分析/予測する
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ロシアの石炭供給の「変動」を分析/予測する
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衛星データ活用による高精度化-スコープ3排出量算定と第三者検証
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ロシアの火力発電所の「変動」を分析/予測する
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中国の火力発電所の「変動」を分析/予測する
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北朝鮮　石炭火力発電所の「変動」を分析/予測する
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東アジアの石炭火力発電所稼働状況の第三者検証.1
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東アジアの石炭火力発電所稼働状況の第三者検証.2
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ロシア占領地域を分析/予測する1
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ロシア占領地域を分析/予測する2
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ロシア占領地域を分析/予測する3
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中国の水力発電所の「変動」を分析/予測する
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ロシアの火力発電所の「変動」を分析/予測する
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中国の火力発電所の「変動」を分析/予測する
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中国の化学産業の「変動」を分析/予測する
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日本の火力発電所の「変動」を分析/予測する
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イギリスの火力発電所の「変動」を分析する
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ロシアの水力発電-今のロシア占領地域の発電状況を追跡する(最終報告)
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北朝鮮の石炭ロンダリングを分析する
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世界最大のCO2排出点の「変動」を分析する
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日本最大のCO2排出点の「変動」を分析する
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パンデミック時のGHG需要「変動」を分析/予測する（中間答え合わせ）
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答え合わせと終わりに
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Sunday	Monday	Tuesday	Wednesday	Thursday	Friday	Saturday
@miraimeisatu はじめに Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu パンデミック時のGHG需要「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 武豊石炭火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシアの石炭供給の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 衛星データ活用による高精度化-スコープ3排出量算定と第三者検証 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシアの火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 中国の火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@miraimeisatu 北朝鮮　石炭火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 東アジアの石炭火力発電所稼働状況の第三者検証.1 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 東アジアの石炭火力発電所稼働状況の第三者検証.2 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシア占領地域を分析/予測する1 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシア占領地域を分析/予測する2 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシア占領地域を分析/予測する3 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 中国の水力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@miraimeisatu ロシアの火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 中国の火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 中国の化学産業の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 日本の火力発電所の「変動」を分析/予測する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu イギリスの火力発電所の「変動」を分析する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu ロシアの水力発電-今のロシア占領地域の発電状況を追跡する(最終報告) Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 北朝鮮の石炭ロンダリングを分析する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@miraimeisatu 世界最大のCO2排出点の「変動」を分析する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 日本最大のCO2排出点の「変動」を分析する Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu パンデミック時のGHG需要「変動」を分析/予測する（中間答え合わせ） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@miraimeisatu 答え合わせと終わりに Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	26	27	28

@miraimeisatu
はじめに
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If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
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@miraimeisatu
パンデミック時のGHG需要「変動」を分析/予測する
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About reserved posting
If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day.
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@miraimeisatu
武豊石炭火力発電所の「変動」を分析/予測する
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@miraimeisatu
ロシアの石炭供給の「変動」を分析/予測する
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@miraimeisatu
衛星データ活用による高精度化-スコープ3排出量算定と第三者検証
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@miraimeisatu
ロシアの火力発電所の「変動」を分析/予測する
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@miraimeisatu
中国の火力発電所の「変動」を分析/予測する
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@miraimeisatu
北朝鮮　石炭火力発電所の「変動」を分析/予測する
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@miraimeisatu
東アジアの石炭火力発電所稼働状況の第三者検証.1
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東アジアの石炭火力発電所稼働状況の第三者検証.2
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ロシア占領地域を分析/予測する1
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ロシア占領地域を分析/予測する2
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ロシア占領地域を分析/予測する3
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中国の水力発電所の「変動」を分析/予測する
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ロシアの火力発電所の「変動」を分析/予測する
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中国の火力発電所の「変動」を分析/予測する
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中国の化学産業の「変動」を分析/予測する
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日本の火力発電所の「変動」を分析/予測する
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イギリスの火力発電所の「変動」を分析する
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@miraimeisatu
ロシアの水力発電-今のロシア占領地域の発電状況を追跡する(最終報告)
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北朝鮮の石炭ロンダリングを分析する
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世界最大のCO2排出点の「変動」を分析する
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日本最大のCO2排出点の「変動」を分析する
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パンデミック時のGHG需要「変動」を分析/予測する（中間答え合わせ）
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答え合わせと終わりに
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You can increase the number of series when Calendar 1 is filled with more than 10 articles.

温室効果ガス(GHG)排出量(スコープ3)問題を機械学習と数理最適化で対処する Advent Calendar 2024

edit_calendarHow to join the calendar

Series 1

How to join the calendar