Comparison of Controller Logics for Automating Vasopressor Administration Using a Hardware-in-Loop Test Platform

Hemorrhagic shock remains one of the leading causes of preventable death for both civilian and military trauma. Fluid resuscitation is the primary treatment but requires constant monitoring, particularly for volume non-responsive patients susceptible to fluid overload, pulmonary edema, and other life-threatening conditions. To overcome fluid non-responsiveness, vasoactive drugs or vasopressors can be necessary adjuvants to fluid therapy but require tedious titrations that can be difficult to manage during mass-casualty situations. This study developed and evaluated automated closed-loop vasopressor controllers for hemorrhage scenarios. Ten physiological closed-loop controller (PCLC) configurations with different underlying functionalities were tuned to be either more aggressive or conservative to reach the target mean arterial pressure. A hardware-in-loop test platform with fluid-pressure responsiveness, derived from animal data, tested each controller across three different starting pressure scenarios. The platform successfully differentiated controller designs based on performance metrics. While some configurations overshot the target and others could not reach the target pressure, strong-performing PCLCs consistently reached and maintained the target quickly. Three candidate PCLCs outperformed the rest and will be evaluated across wider scenarios to develop a robust controller design. This work accelerates PCLC-driven vasopressor administration development, providing a necessary fluid resuscitation adjuvant for precise hemodynamic management in hemorrhagic trauma.

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Publication Details

Journal
Bioengineering
Published
2026-04-13
DOI
https://doi.org/10.3390/bioengineering13040454
Primary Topic
Trauma, Hemostasis, Coagulopathy, Resuscitation
Type
article
Field-Weighted Citation Impact
0.00

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article

Comparison of Controller Logics for Automating Vasopressor Administration Using a Hardware-in-Loop Test Platform

Lawrence Holland, Sofía I. Hernández Torres, David Berard, Jose M. Gonzalez et al.
Bioengineering
Trauma, Hemostasis, Coagulopathy, Resuscitation
article

Comparison of Controller Logics for Automating Vasopressor Administration Using a Hardware-in-Loop Test Platform

Lawrence Holland, Sofía I. Hernández Torres, David Berard, Jose M. Gonzalez, Eric J. Snider, Austin Ruiz, Michael D. Lopez, Jonathan Marrero Bermudez
article en

Abstract

Hemorrhagic shock remains one of the leading causes of preventable death for both civilian and military trauma. Fluid resuscitation is the primary treatment but requires constant monitoring, particularly for volume non-responsive patients susceptible to fluid overload, pulmonary edema, and other life-threatening conditions. To overcome fluid non-responsiveness, vasoactive drugs or vasopressors can be necessary adjuvants to fluid therapy but require tedious titrations that can be difficult to manage during mass-casualty situations. This study developed and evaluated automated closed-loop vasopressor controllers for hemorrhage scenarios. Ten physiological closed-loop controller (PCLC) configurations with different underlying functionalities were tuned to be either more aggressive or conservative to reach the target mean arterial pressure. A hardware-in-loop test platform with fluid-pressure responsiveness, derived from animal data, tested each controller across three different starting pressure scenarios. The platform successfully differentiated controller designs based on performance metrics. While some configurations overshot the target and others could not reach the target pressure, strong-performing PCLCs consistently reached and maintained the target quickly. Three candidate PCLCs outperformed the rest and will be evaluated across wider scenarios to develop a robust controller design. This work accelerates PCLC-driven vasopressor administration development, providing a necessary fluid resuscitation adjuvant for precise hemodynamic management in hemorrhagic trauma.

BioengineeringVol. 13(4)
The University of Texas at San Antonio Health Science Center (US), Urology San Antonio (US), United States Army Institute of Surgical Research (US)
U.S. Department of Energy, Oak Ridge Associated Universities, National Institutes of Health, Oak Ridge Institute for Science and Education, Medical Research and Materiel Command, U.S. Army Institute of Surgical Research, U.S. Army Medical Research and Development Command
Good health and well-being
Openalex Percentile: Top 23%
Trauma, Hemostasis, Coagulopathy, Resuscitation
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