A Deep Learning Approach for Managing Medical Consumable Materials in Intensive Care Units via Convolutional Neural Networks: Technical Proof-of-Concept Study

Arne Peine   ^{1, 2} , MD, MHBA ;   Ahmed Hallawa   ^{1, 3} , MSc ;   Oliver Schöffski   ⁴ , Prof Dr, MPH ;   Guido Dartmann   ^{2, 5} , Prof Dr ;   Lejla Begic Fazlic   ⁵ , PhD ;   Anke Schmeink   ^{2, 6} , Prof Dr ;   Gernot Marx   ^{1, 2} , Prof Dr, MD, FRCA ;   Lukas Martin   ^{1, 2} , MD, MHBA

¹ Department of Intensive Care Medicine and Intermediate Care, University Hospital Rheinisch-Westfälische Technische Hochschule Aachen, Aachen, Germany

² Clinomic GmbH, Aachen, Germany

³ Chair for Integrated Signal Processing Systems, Rheinisch-Westfälische Technische Hochschule Aachen University, Aachen, Germany

⁴ Chair of Health Management, School of Business, Economics and Society, Friedrich-Alexander-University Erlangen-Nürnberg, Nürnberg, Germany

⁵ Research Area Distributed Systems, Trier University of Applied Sciences, Trier, Germany

⁶ Research Area Information Theory and Systematic Design of Communication Systems, Rheinisch-Westfälische Technische Hochschule Aachen University, Aachen, Germany