私達の研究室では、非線形、非平衡、ゆらぎ、複雑性、情報、統計解析、推定等をキーワードとした幅広い内容の研究が行われています。
秩序の理解を目指して
自然現象の背後にある単純な基礎法則と目前にある現象のギャップを埋めたいというのが研究の基本的な動機です。生命や認知が自然現象として生じた様子を物理法則の立場から理解したいという究極の目標を遠くに見据え、流れや熱など身の周りの現象についてのマクロな法則と原子分子のミクロな力学法則との関係を論じたり、そこから新しい現象を提案したり、構成するのが困難な系を実際につくる可能性を探索したり、生体機能の断片を物理にもとづいて考えたりしています。 |
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) 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時系列データの解析と予測
研究対象:神経コーディングと脳神経系の計算 / 地震活動のダイナミクス
解析手法:状態空間モデル / 隠れマルコフモデル / ガウシアングラフィカルモデル
研究観:いま科学技術は、形式理論中心の「理論の時代」から、実データに基づいてモデリング・解析・予測制御を行う「実証の時代」へと変遷しようとしています。計測技術の発展に伴って大量の信号を同時計測することが可能となった現代に求められるのは、大規模データを自動収集し、モデルを自動選択し、現象の将来予測を行うためツールであり、我々はその基礎を与える理論の構築と応用に取り組んでいます。 |
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) 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トポロジカル欠陥の動力学
トポロジカル欠陥は固体(転移、転傾)、磁性体(磁壁、スカーミオン)、量子流体(量子渦)などの凝縮系や、液晶(転傾)などのソフトマター、宇宙論で議論される宇宙ひもなど、様々な物理系に現れます。このトポロジカル欠陥が、系全体の動的性質を圧倒的に支配するような現象を探索しています。右図の左側はコロイドが結晶を形成しているときのシミュレーションで、右側はそのときの転傾の位置を示した図です。トポロジカル欠陥である転傾が複雑に絡み合って、興味深い物理特性を示します。 |
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) 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