Autors: Petrova R., Ahmed-Shieva, S. A., Shakev, N. G., Minev I.
Title: Pre-processing and Data Analysis of Mechanical Ventilation Parameters used in Mechanical Power
Keywords: Mechanical power, pressure-controlled ventilation, Principal component analysis, Shapley additive explanations

Abstract: This research aims to provide a detailed analysis of the parameters employed in the existing Mechanical power (MP) formulas, the correlation between each parameter, and the relative importance of each parameter individually. The results could be applied in further research to model the MP parameter using neural networks, fuzzy logic, or other approaches.

References

  1. C. A. Trinkle, R. N. Broaddus, J. L. Sturgill, C. M. Waters, and P. E. Morris, "Simple, accurate calculation of mechanical power in pressure controlled ventilation (pcv), " Intensive Care Medicine Experimental, vol. 10, no. 1, p. 22, 2022.
  2. J. W. Snoep, P. J. Rietveld, F. van der Velde-Quist, E. de Jonge, and A. Schoe, "Mechanical power in pressure-controlled ventilation: A simple and reliable bedside method, " Critical Care Explorations, vol. 7, no. 3, p. e1224, 2025.
  3. R. Paudel, C. A. Trinkle, C. M. Waters, L. E. Robinson, E. Cassity, J. L. Sturgill, R. Broaddus, and P. E. Morris, "Mechanical power: A new concept in mechanical ventilation, " The American journal of the medical sciences, vol. 362, no. 6, pp. 537-545, 2021.
  4. L. Giosa, M. Busana, I. Pasticci, M. Bonifazi, M. M. Macrì, F. Romitti, F. Vassalli, D. Chiumello, M. Quintel, J. Marini, et al., "Mechanical power at a glance: A simple surrogate for volume-controlled ventilation, " Intensive care medicine experimental, vol. 7, no. 1, p. 61, 2019.
  5. T. Becher, M. Van der Staay, D. Schädler, I. Frerichs, and N. Weiler, "Calculation of mechanical power for pressure-controlled ventilation, " Intensive care medicine, vol. 45, no. 9, pp. 1321-1323, 2019.
  6. S. van der Meijden, M. Molenaar, P. Somhorst, and A. Schoe, "Calculating mechanical power for pressure-controlled ventilation, " Intensive care medicine, vol. 45, no. 10, pp. 1495-1497, 2019.
  7. H.-C. Lee, Y. Park, S. B. Yoon, S. M. Yang, D. Park, and C.-W. Jung, "Vitaldb, a high-fidelity multi-parameter vital signs database in surgical patients, " Scientific Data, vol. 9, no. 1, p. 279, 2022.
  8. H.-C. Lee, Y. Park, S. B. Yoon, S. M. Yang, D. Park, and C.-W. Jung, "Vitaldb overview. " Available at https://vitaldb. net/dataset/#h. 9buqsi72485a.
  9. "Principal component analysis (pca). " Available at https://www. geeksforgeeks. org/data-analysis/principal-component-analysis-pca/.
  10. "What is: Guttman-kaiser criterion. " Available at https://statisticseasily. com/glossario/what-is-guttman-kaiser-criterion-explained/.
  11. S. M. Lundberg and S.-I. Lee, "A unified approach to interpreting model predictions, " Advances in neural information processing systems, vol. 30, 2017.
  12. L. Chiparova and V. Popov, "Kolmogorov-arnold networks for system identification of first-and second-order dynamic systems, " Engineering Proceedings, vol. 100, no. 1, p. 59, 2025.

Issue

International Conference Automatics and Informatics, ICAI 2025 - Proceedings, pp. 288-292, 2026, Bulgaria, https://doi.org/10.1109/ICAI67591.2025.11324467

Вид: публикация в международен форум, публикация в реферирано издание, индексирана в Scopus