Panu Erästö, Milla Juntunen, Jukka Pappinen, Jouni Nurmi, Jarkko Ihalainen, Jouni Lauronen, Mikko Arvas
{"title":"芬兰创伤医院院前输血用无人机供应全血:模拟。","authors":"Panu Erästö, Milla Juntunen, Jukka Pappinen, Jouni Nurmi, Jarkko Ihalainen, Jouni Lauronen, Mikko Arvas","doi":"10.1111/vox.70092","DOIUrl":null,"url":null,"abstract":"<p><strong>Background and objectives: </strong>Prehospital transfusion is now increasingly used in civilian and military medicine. Blood products are, however, perishable and rarely needed in civilian settings. Given the rapid development of drone-based logistics and Finland's low population density, we aimed to build a computational framework to assess the feasibility and requirements of drone-based delivery of blood products to trauma sites. Unlike previous studies, which focus mostly on deliveries to hospitals in compact urban areas, we model direct deliveries to trauma scenes across an entire sparsely populated country.</p><p><strong>Materials and methods: </strong>We used predicted trauma data on a 1 × 1 km grid covering Finland. Drone base locations were optimized using mixed-integer linear programming, and drone operations were analysed with a discrete event simulation model. Our approach combines strategic location optimization with operational-level simulation and is grounded in high-resolution, real-world data-driven trauma demand estimates.</p><p><strong>Results: </strong>With 20 base locations and drones capable of a 60-km delivery range, over 80% of predicted trauma events can be reached. If drones can return to base, one drone per base is typically sufficient due to the rarity of missions.</p><p><strong>Conclusions: </strong>We present a novel computational framework for simulating drone-based blood delivery to trauma scenes. Our results suggest that while current drone capabilities may still be limited, the approach is promising for countries with similar geography. The framework is adaptable and can support planning in other regions with reliable trauma demand data.</p>","PeriodicalId":23631,"journal":{"name":"Vox Sanguinis","volume":" ","pages":""},"PeriodicalIF":1.6000,"publicationDate":"2025-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Supplying whole blood with drones for prehospital transfusion at trauma sites in Finland: A simulation.\",\"authors\":\"Panu Erästö, Milla Juntunen, Jukka Pappinen, Jouni Nurmi, Jarkko Ihalainen, Jouni Lauronen, Mikko Arvas\",\"doi\":\"10.1111/vox.70092\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background and objectives: </strong>Prehospital transfusion is now increasingly used in civilian and military medicine. Blood products are, however, perishable and rarely needed in civilian settings. Given the rapid development of drone-based logistics and Finland's low population density, we aimed to build a computational framework to assess the feasibility and requirements of drone-based delivery of blood products to trauma sites. Unlike previous studies, which focus mostly on deliveries to hospitals in compact urban areas, we model direct deliveries to trauma scenes across an entire sparsely populated country.</p><p><strong>Materials and methods: </strong>We used predicted trauma data on a 1 × 1 km grid covering Finland. Drone base locations were optimized using mixed-integer linear programming, and drone operations were analysed with a discrete event simulation model. Our approach combines strategic location optimization with operational-level simulation and is grounded in high-resolution, real-world data-driven trauma demand estimates.</p><p><strong>Results: </strong>With 20 base locations and drones capable of a 60-km delivery range, over 80% of predicted trauma events can be reached. If drones can return to base, one drone per base is typically sufficient due to the rarity of missions.</p><p><strong>Conclusions: </strong>We present a novel computational framework for simulating drone-based blood delivery to trauma scenes. Our results suggest that while current drone capabilities may still be limited, the approach is promising for countries with similar geography. 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Supplying whole blood with drones for prehospital transfusion at trauma sites in Finland: A simulation.
Background and objectives: Prehospital transfusion is now increasingly used in civilian and military medicine. Blood products are, however, perishable and rarely needed in civilian settings. Given the rapid development of drone-based logistics and Finland's low population density, we aimed to build a computational framework to assess the feasibility and requirements of drone-based delivery of blood products to trauma sites. Unlike previous studies, which focus mostly on deliveries to hospitals in compact urban areas, we model direct deliveries to trauma scenes across an entire sparsely populated country.
Materials and methods: We used predicted trauma data on a 1 × 1 km grid covering Finland. Drone base locations were optimized using mixed-integer linear programming, and drone operations were analysed with a discrete event simulation model. Our approach combines strategic location optimization with operational-level simulation and is grounded in high-resolution, real-world data-driven trauma demand estimates.
Results: With 20 base locations and drones capable of a 60-km delivery range, over 80% of predicted trauma events can be reached. If drones can return to base, one drone per base is typically sufficient due to the rarity of missions.
Conclusions: We present a novel computational framework for simulating drone-based blood delivery to trauma scenes. Our results suggest that while current drone capabilities may still be limited, the approach is promising for countries with similar geography. The framework is adaptable and can support planning in other regions with reliable trauma demand data.
期刊介绍:
Vox Sanguinis reports on important, novel developments in transfusion medicine. Original papers, reviews and international fora are published on all aspects of blood transfusion and tissue transplantation, comprising five main sections:
1) Transfusion - Transmitted Disease and its Prevention:
Identification and epidemiology of infectious agents transmissible by blood;
Bacterial contamination of blood components;
Donor recruitment and selection methods;
Pathogen inactivation.
2) Blood Component Collection and Production:
Blood collection methods and devices (including apheresis);
Plasma fractionation techniques and plasma derivatives;
Preparation of labile blood components;
Inventory management;
Hematopoietic progenitor cell collection and storage;
Collection and storage of tissues;
Quality management and good manufacturing practice;
Automation and information technology.
3) Transfusion Medicine and New Therapies:
Transfusion thresholds and audits;
Haemovigilance;
Clinical trials regarding appropriate haemotherapy;
Non-infectious adverse affects of transfusion;
Therapeutic apheresis;
Support of transplant patients;
Gene therapy and immunotherapy.
4) Immunohaematology and Immunogenetics:
Autoimmunity in haematology;
Alloimmunity of blood;
Pre-transfusion testing;
Immunodiagnostics;
Immunobiology;
Complement in immunohaematology;
Blood typing reagents;
Genetic markers of blood cells and serum proteins: polymorphisms and function;
Genetic markers and disease;
Parentage testing and forensic immunohaematology.
5) Cellular Therapy:
Cell-based therapies;
Stem cell sources;
Stem cell processing and storage;
Stem cell products;
Stem cell plasticity;
Regenerative medicine with cells;
Cellular immunotherapy;
Molecular therapy;
Gene therapy.