activity
20222026
most citedTheoretical bound of the efficiency of learning

1 citations · 3 across the 9 of their papers we have counts for

collaborators

9 papers

cond-mat.stat-mech2026

Balancing Power, Efficiency, and Constancy under Broken Time-Reversal Symmetry

Ousi Pan, Zhiqiang Fan, Shunjie Zhang +3

We derive general trade-off relations among the power, efficiency, and constancy for two-terminal thermoelectric systems in the linear response regime. Constancy, which quantifies…

cond-mat.stat-mech2026

Fluctuation-Dissipation Limits in Quantum Thermoelectric Transport

Ousi Pan, Zhiqiang Fan, Shunjie Zhang +3

As a fundamental measure of stability in nonequilibrium thermodynamics, fluctuations provide critical insight into the performance and reliability of heat engines. In this work, we…

quant-ph2025

Quantum Coherence as a Thermodynamic Resource Beyond the Classical Uncertainty Bound

Shanhe Su, Cong Fu, Ousi Pan +3

Thermodynamic uncertainty relations (TURs) establish a fundamental trade-off between current precision and entropy production in nonequilibrium systems, yet the role of genuine qua…

quant-ph2025★ 1 cited

Unlocking inaccessible performance of the quantum refrigerator with catalysts

Cong Fu, Ousi Pan, Zhiqiang Fan +4

Quantum thermal machines offer promising platforms for exploring the fundamental limits of thermodynamics at the microscopic scale. The previous study demonstrated that the incorpo…

cond-mat.stat-mech2025

Performance optimization of Nernst-based thermionic engines

Wei Yan, Minglong Lv, Ousi Pan +3

In this paper, we examine the power and efficiency of the thermionic device utilizing the Nernst effect, with a specific focus on its potential application as an engine. The device…

physics.app-ph2024

Hot-carrier photocatalysts with energy-selective contacts based on quantum wells and dots

Shuanglong Han, Zhiqiang Fan, Ousi Pan +5

In this paper, we simulate the function of hot-carrier photocatalysts (HCPCs) with quantum well and quantum dot energy-selective contacts (ESCs) in the water-splitting reaction. Th…

physics.acc-ph2024★ 1 cited

The effect of space charge on photon-enhanced thermionic emission in the presence of the bidirectional discharge

Xinqiao Lin, Ousi Pan, Zhimin Yang +3

The bidirectional space charge effects in photon-enhanced thermionic emission (PETE) devices are investigated systematically. First, we precisely determine the carrier concentratio…

cond-mat.stat-mech2024

Efficiency bounds for bipartite information-driven thermodynamic systems

Shihao Xia, Shuanglong Han, Ousi Pan +3

This study introduces a novel approach to derive a lower bound for the entropy production rate of a subsystem by utilizing the Cauchy-Schwarz inequality. It extends to establishing…

cond-mat.stat-mech2022★ 1 cited

Theoretical bound of the efficiency of learning

Shanhe Su, Ousi Pan, Shihao Xia +2

A unified thermodynamic formalism describing the efficiency of learning is proposed. First, we derive an inequality, which is more strength than Clausius's inequality, revealing th…