journal article·2025-05-17Open access

Hardware-in-Loop Modules for Testing Automated Ventilator Controllers

David Berard, Benjamin Alexander, David Owen, Isiah Mejia, Jose M. Gonzalez, Sofia I. Hernandez Torres, Eric J. Snider

Applied Sciences· Volume 15· Issue 10

Abstract

Automated ventilator controllers have the potential to simplify oxygen and carbon dioxide management for trauma. In the pre-hospital or military medicine environment, trauma care can be required for prolonged periods by personnel with limited ventilator management training. As such, there is a need for closed-loop control systems that can adapt ventilator management to a complex, ever-changing medical environment. Here, we present a novel hardware-in-loop test platform for the independent troubleshooting and evaluation of oxygen and carbon dioxide automated ventilator management capabilities. The oxygen management system provides an analogue blood oxygen signal that is responsive to the fraction of inspired oxygen and the peak inspiratory pressure ventilator settings. A tested oxygenation controller successfully reached the target oxygen saturation within 5 min. The carbon dioxide removal system integrates with commercial ventilator technology and mimics carbon dioxide generation, lung compliance, and airway resistance while providing an end-tidal carbon dioxide level that is responsive to changes in the tidal volume and respiratory rate settings. A test mechanical ventilator controller was able to regulate EtCO2 regardless of the starting value within 10 min. This highlights the system’s functionality and provides proof-of-concept demonstrations for how the hardware-in-loop test platforms can be used for evaluating closed-loop controller technologies.
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Research context

OpenAlex topics: Cardiac Arrest and Resuscitation · Respiratory Support and Mechanisms · Chronic Obstructive Pulmonary Disease (COPD) Research

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Organ Support & Automation Technologies Group, U.S. Army Institute of Surgical Research, Joint Base San Antonio Fort Sam, Houston, TX 78234, USA

Funding

U.S. Army Medical Research and Development Command · National Institutes of Health (NIH)

References (43)

Show source-provided references
1. A Review of Automated Control Systems for Aquaculture and Design Criteria for Their Implementation10.1016/0144-8609(94)00002-I ↗
2. Verified Hybrid Controllers for Automated Vehicles10.1109/9.664155 ↗
3. Physiological Closed-Loop Control (PCLC) Systems: Review of a Modern Frontier in Automation10.1109/ACCESS.2020.2968440 ↗
4. Automation of a Portable Extracorporeal Circulatory Support System with Adaptive Fuzzy Controllers10.1016/j.medengphy.2014.04.009 ↗
5. Adaptive Closed-Loop Resuscitation Controllers for Hemorrhagic Shock Resuscitation10.1111/trf.17377 ↗
6. NeoGanesh: A Working System for the Automated Control of Assisted Ventilation in ICUs10.1016/S0933-3657(97)00025-0 ↗
7. Simulation of Transient Response of PID Controller in an Automated Electro-Pneumatic System Using a Single-Acting Cylinder in a Clinical Ventilator10.1016/j.heliyon.2024.e27799 ↗
8. Rapid Design of an ICU Ventilator: An Approach Based on Smart Switching of Compressed Air-Oxygen10.1109/TBCAS.2023.3307441 ↗
9. Acute Respiratory Distress Syndrome10.1038/s41572-019-0069-0 ↗
10. Preventable Deaths and Potentially Preventable Deaths. What Are Our Errors?10.1016/j.injury.2015.11.028 ↗
11. Mechanical Ventilation10.1378/chest.104.6.1833 ↗
12. Ventilator-Induced Lung Injury10.1183/09031936.03.00420103 ↗
13. Ventilator-Induced Lung Injury10.1056/NEJMra1208707 ↗
14. Adaptive Data Analysis of Complex Fluctuations in Physiologic Time Series10.1142/S1793536909000035 ↗
15. Dobson, G.P., Morris, J.L., and Letson, H.L. (2022). Why Are Bleeding Trauma Patients Still Dying? Towards a Systems Hypothesis of Trauma. Front. Physiol., 13.10.3389/fphys.2022.990903 ↗
16. Trauma: Physiology, Pathophysiology, and Clinical Implications10.1111/j.1476-4431.2006.00185.x ↗
17. Berard, D., Vega, S.J., Torres, S.I.H., Polykratis, I.A., Salinas, J., Ross, E., Avital, G., Boice, E.N., and Snider, E.J. (2022). Development of the PhysioVessel: A Customizable Platform for Simulating Physiological Fluid Resuscitation. Biomed. Phys. Eng. Express, 8.10.1088/2057-1976/ac6196 ↗
18. Melinda, M., Ridwan, M., Nurbadriani, C.N., and Yunidar, Y. (2023). PID Controller Implementation on Animal Experimental Treadmill for Heart Medicine Purpose. Kinet. Game Technol. Inf. Syst. Comput. Netw. Comput. Electron. Control, 8, Available online: https://kinetik.umm.ac.id/index.php/kinetik.
19. Advancing Swine Models for Human Health and Diseases
20. Advances in Pig Models of Human Diseases10.1002/ame2.12223 ↗
21. Webb, J.B., Bray, A., Scheirich, H., VanPelt, J., Clipp, R.B., Gerard, J., and Frembgen, S. (2022, January 18–20). Implementation of A Dynamic And Extensible Mechanical Ventilator Model For Real-Time Physiological Simulation. Proceedings of the 2022 Annual Modeling and Simulation Conference (ANNSIM), San Diego, CA, USA.10.23919/ANNSIM55834.2022.9859325 ↗
22. Mistry, S., Brook, B.S., Saffaran, S., Chikhani, M., Hannon, D.M., Laffey, J.G., Scott, T.E., Camporota, L., Hardman, J.G., and Bates, D.G. (2022, January 11–15). A Computational Cardiopulmonary Physiology Simulator Accurately Predicts Individual Patient Responses to Changes in Mechanical Ventilator Settings. Proceedings of the 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), Glasgow, UK.10.1109/EMBC48229.2022.9871182 ↗
23. Modeling Mechanical Ventilation in Silico—Potential and Pitfalls10.1055/s-0042-1744446 ↗
24. Physiological Hardware-in-the-Loop Test Bench for Mechanical Ventilation10.1515/auto-2023-0215 ↗
25. An, J., Purdon, P.L., Solt, K., Sims, N.M., Brown, E.N., and Westover, M.B. (2017, January 11–15). Design, Implementation, and Evaluation of a Physiological Closed-Loop Control Device for Medically-Induced Coma. Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Jeju Island, Republic of Korea.10.1109/EMBC.2017.8037810 ↗
26. Patient Specific Hardware-in-the-Loop Testing of Cerebrospinal Fluid Shunt Systems10.1109/TBME.2015.2457681 ↗
27. Snider, E.J., Berard, D., Vega, S.J., Hernandez Torres, S.I., Avital, G., and Boice, E.N. (2022). An Automated Hardware-in-Loop Testbed for Evaluating Hemorrhagic Shock Resuscitation Controllers. Bioengineering, 9.10.3390/bioengineering9080373 ↗
28. Arntz, J., Gottlieb, D., Lozano, S., Guttmann, J., and Möller, K. (2008, January 23–27). Evaluation of an Automated PEEP Controller in Mechanical Ventilation Support. Proceedings of the 4th European Conference of the International Federation for Medical and Biological Engineering: ECIFMBE 2008, Antwerp, Belgium.
29. Design and Simulation of AI-Based Low-Cost Mechanical Ventilator: An Approach10.1016/j.matpr.2021.04.369 ↗
30. Pasteka, R., Forjan, M., Sauermann, S., and Drauschke, A. (2019). Electro-Mechanical Lung Simulator Using Polymer and Organic Human Lung Equivalents for Realistic Breathing Simulation. Sci. Rep., 9.10.1038/s41598-019-56176-6 ↗
31. An Adaptive Lung Ventilation Controller10.1109/10.277271 ↗
32. Meta-Analysis of Arterial Oxygen Saturation Monitoring by Pulse Oximetry in Adults10.1016/S0147-9563(98)90086-3 ↗
33. Relationship between End-Tidal Carbon Dioxide and Arterial Carbon Dioxide in Critically Ill Patients on Mechanical Ventilation: A Cross-Sectional Study10.1097/MD.0000000000026973 ↗
34. Edwards, Z., and Annamaraju, P. (2023). Physiology, Lung Compliance. StatPearls [Internet], StatPearls Publishing.
35. Ventilation with Lower Tidal Volumes as Compared with Traditional Tidal Volumes for Acute Lung Injury and the Acute Respiratory Distress Syndrome10.1056/NEJM200005043421801 ↗
36. Fuentes, S., and Chowdhury, Y.S. (2020). Fraction of Inspired Oxygen, StatPearls Publishing.
37. Sharma, S., Hashmi, M.F., and Burns, B. (2022). Alveolar Gas Equation. StatPearls [Internet], StatPearls Publishing.
38. The Effect of Positive End-Expiratory Pressure on Cardiac Output and Oxygen Delivery during Cardiopulmonary Resuscitation10.1186/s40635-020-00330-2 ↗
39. Effects of PEEP on VA/Q Mismatching in Ventilated Patients with Chronic Airflow Obstruction10.1164/ajrccm.149.5.8173744 ↗
40. ARDS Network (NHLBI) Studies–Successes and Challenges in ARDS Clinical Research10.1016/j.ccc.2011.05.011 ↗
41. Automatic Protective Ventilation Using the ARDSNet Protocol with the Additional Monitoring of Electrical Impedance Tomography10.1186/cc13937 ↗
42. Removal of dissolved oxygen from water: A comparison of four common techniques10.1016/0039-9140(94)80110-X ↗
43. The Effect of Sodium Sulfite and Cobalt Chloride on the Oxygen Transfer Coefficient10.1007/BF02921498 ↗