非線形振動を支える熱力学的コストの内訳を解明 ──非線形Langevin系における熱力学的散逸のクープマンモード分解──

2026-06-22 東京大学

東京大学の研究グループは、ノイズ下で維持される非線形振動現象の熱力学的コストを、振動成分ごとに分解して解析する新たな理論的枠組みを構築した。生命システムの心拍や体内時計、神経活動をはじめ、多くの自然現象や工学システムでは非線形振動が見られるが、その維持にはエントロピー生成率で表される熱力学的散逸が伴う。本研究では、非線形力学系を複数の基本振動成分に分解するクープマンモード分解を用いて、非線形Langevin系における維持エントロピー生成率を各振動モードの寄与として定量化する理論を導出した。その結果、各振動成分の熱力学的コストは周波数と振動強度によって特徴付けられることが示された。さらに、神経細胞の興奮性を表すFitzHugh-Nagumoモデルに適用し、適度なノイズで振動が最も明瞭になるコヒーレンス共鳴現象を解析した結果、ノイズ強度によって熱力学的散逸を担う振動モードの構成が変化することを明らかにした。本成果は、生命現象や複雑系における非平衡熱力学の理解を深める基盤理論として期待される。

非線形振動を支える熱力学的コストの内訳を解明 ──非線形Langevin系における熱力学的散逸のクープマンモード分解──
熱力学的散逸の振動モード分解

<関連情報>

非線形ランジュバン動力学における熱力学的散逸のクープマンモード分解 Koopman mode decomposition of thermodynamic dissipation in nonlinear Langevin dynamics

Daiki Sekizawa, Sosuke Ito, and Masafumi Oizumi
Proceedings of the National Academy of Sciences  Published: June 18, 2026
DOI:https://doi.org/10.1073/pnas.2530617123

Significance

Oscillations in nonlinear systems underlie phenomena from chemical waves to neural rhythms. Such oscillations in noisy environments incur thermodynamic dissipation, yet how their frequency, amplitude, and coherence shape this cost remains unclear. Here, using Koopman mode decomposition, which recasts nonlinear dynamics as linear evolution in function space, we show that this cost, measured by the housekeeping entropy production rate, splits into contributions from oscillatory modes, each scaling as the squared frequency times its intensity. The decomposition also implies that, at fixed cost, faster modes face tighter amplitude limits. The framework reveals frequency-resolved structure invisible in the total cost, showing that dissipation can arise from one dominant mode or a broad spectrum in nonlinear phenomena such as bifurcation and coherent resonance.

Abstract

Nonlinear oscillations are commonly observed in complex systems far from equilibrium, such as living organisms. These oscillations are essential for sustaining vital processes, like neuronal firing, circadian rhythms, and heartbeats. In such systems, thermodynamic dissipation is necessary to maintain oscillations against noise. However, due to their nonlinear dynamics, it has been challenging to determine how the characteristics of oscillations, such as frequency, amplitude, and coherent patterns across elements, influence dissipation. To resolve this issue, we employ Koopman mode decomposition, which recasts nonlinear dynamics as a linear evolution in a function space. This linearization allows the dynamics to be decomposed into temporal oscillatory modes coherent across elements, with the Koopman eigenvalues determining their frequencies. Using this method, we decompose thermodynamic dissipation caused by nonconservative forces into contributions from oscillatory modes in overdamped nonlinear Langevin dynamics. We show that the dissipation from each mode is proportional to its frequency squared and its intensity, providing an interpretable, mode-by-mode picture. In the noisy FitzHugh–Nagumo model, we demonstrate the effectiveness of this framework in quantifying the impact of oscillatory modes on dissipation during nonlinear phenomena like coherent resonance and bifurcation. For instance, our analysis of coherent resonance reveals that the greatest dissipation at the optimal noise intensity is supported by a broad spectrum of frequencies, whereas at nonoptimal noise levels, dissipation is dominated by specific frequency modes. Our work offers a general approach to connecting oscillations to dissipation in noisy environments and improves our understanding of diverse oscillation phenomena from a nonequilibrium thermodynamic perspective.

1504数理・情報
ad
ad
Follow
ad
タイトルとURLをコピーしました