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2103.10556

Finite-Horizon, Energy-Optimal Trajectories in Unsteady Flows

Kartik Krishna, Zhuoyuan Song, Steven L. Brunton

correctmedium confidence
Category
Not specified
Journal tier
Specialist/Solid
Processed
Sep 28, 2025, 12:56 AM

Audit review

The paper empirically documents four key phenomena for finite-horizon MPC in the unsteady double-gyre: (i) a clear Pareto tradeoff between accumulated state error and actuation energy as R/Q varies (with figures directly labeling E=∑(x−xg)^T(x−xg)Δt and U=∑u^T uΔt), and discusses how this tradeoff shifts with horizon and gyre frequency ; (ii) energy spikes and scheduling around repelling FTLE ridges when crossing LCS, with visual correlation in Fig. 4 and text describing pre- and post-crossing actuation changes ; (iii) the frequent formation of periodic orbits around the goal and their dependence on gyre frequency ; and (iv) nonmonotonic cost vs. R/Q with bifurcations in trajectory shape, and similar bifurcations with horizon changes, often triggered by crossing LCS . These are presented as robust observations, not formal theorems. The model solution provides a rigorous optimal-control framing for the same setting: it proves that weighted-sum scalarization with positive weights yields Pareto-efficient points (consistent with the paper’s observed fronts), derives Pontryagin costate formulas linking control magnitude to the flow map derivative/Cauchy–Green tensor (explaining energy spikes near repelling LCS), and offers a principled bifurcation criterion based on crossing-energy thresholds governed by normal repulsion. It additionally refutes a stronger, non-paper claim about uniform additive near-optimality of short horizons, and proposes correct average-cost/discounted variants. Net: the paper’s empirical claims are supported, and the model’s theory is sound and complementary.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} specialist/solid

\textbf{Justification:}

A careful, well-illustrated empirical study connecting finite-horizon MPC behavior in an unsteady double-gyre flow to LCS features. The main findings—Pareto tradeoffs, LCS alignment with scheduled energy spikes, periodic orbits, and bifurcations—are convincingly demonstrated across broad parameter sweeps. Clarifying definitions and the intended scope (empirical vs. theoretical) would further strengthen the paper and avoid over-interpretation of terms like “nearly optimal.”