Efficient physiological control of an integrated system architecture for continuous-flow ventricular assist devices: in-silico study

arXiv:2609.24966 · eess.SY, cs.SY, eess.SP · Submitted 2026-09-21 · Read on arXiv

eess.SY, cs.SY, eess.SP

Submitted: 2026-09-21

Updated: 2026-09-21

Terminology

• VENTRICULAR ASSIST DEVICE — 27× in this paper
• Adaptation — 6× in this paper · explained in 1 episode
• End-Diastolic Pressure — 3× in this paper
• End-Systolic Pressure — 3× in this paper
• Left Ventricular Ejection Fraction — 3× in this paper
• Mean Arterial Pressure — 3× in this paper
• End-Systolic Volume — 2× in this paper
• Model-Free Adaptive Control — 2× in this paper
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Stroke Volume — 2× in this paper
• THE TARGET VAD FLOW AND HEART RATE — 2× in this paper
• APEX — 1× in this paper · explained in 1 episode
• Actor — 1× in this paper · explained in 3 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
• Atrial Pressure with Pulmonary Capillary Wedge Pressure — 1× in this paper
• Calibration — 1× in this paper · explained in 7 episodes
• Closed-Loop Control — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Deep Reinforcement Learning — 1× in this paper · explained in 2 episodes
• Explainability — 1× in this paper · explained in 3 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Feature Selection — 1× in this paper · explained in 4 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Interpretability/Explainability — 1× in this paper · explained in 2 episodes
• Power Ratio — 1× in this paper
• Preload Responsive Speed — 1× in this paper
• Proximal Policy Optimization (PPO) — 1× in this paper · explained in 4 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Research Question — 1× in this paper
• Reward Function — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Ventricular Volume with End-Diastolic Volume — 1× in this paper
• Verification — 1× in this paper · explained in 2 episodes

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