Szczegóły publikacji
Opis bibliograficzny
Smart city myths in the wild: a post-mortem of an edge AI energy failure in wildlife deterrence / Mirosław Hajder, Piotr HAJDER, Mateusz Liput, Janusz Kolbusz, Robert Rogólski, Łukasz Kiszkowiak, Lucyna HAJDER // W: 2026 IEEE International conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) [Dokument elektroniczny] : 16-20 March 2026, Pisa, Italy. — Wersja do Windows. — Dane tekstowe. — [Piscataway] : IEEE, cop. 2026. — ( IEEE International Conference on Pervasive Computing and Communications Workshops ; ISSN 2836-5348 ). — Print on Demand (PoD) ISBN: 979-8-3315-7616-5. — e-ISBN: 979-8-3315-7615-8. — S. [1–6]. — Wymagania systemowe: Adobe Reader. — Bibliogr. s. [6], Abstr. — Publikacja dostępna online od: 2026-07-02
Autorzy (7)
- Hajder Mirosław
- AGHHajder Piotr
- Liput Mateusz
- Kolbusz Janusz
- Rogólski Robert
- Kiszkowiak Łukasz
- AGHHajder Lucyna
Słowa kluczowe
Dane bibliometryczne
| ID BaDAP | 169169 |
|---|---|
| Data dodania do BaDAP | 2026-09-07 |
| Tekst źródłowy | URL |
| DOI | 10.1109/PerComWorkshops68308.2026.11585319 |
| Rok publikacji | 2026 |
| Typ publikacji | materiały konferencyjne (aut.) |
| Otwarty dostęp |  |
| Wydawca | Institute of Electrical and Electronics Engineers (IEEE) |
| Konferencja | IEEE International Conference on Pervasive Computing and Communications 2026 |
| Czasopismo/seria | IEEE International Conference on Pervasive Computing and Communications Workshops |
Abstract
We present a post-mortem analysis of an autonomous wildlife deterrence system deployed in the Carpathian Mountains, which suffered a total energy collapse in less than 24 hours. Our initial design, a custom prototype adapting urban surveillance COTS components to wilderness constraints, failed due to two underestimated factors. First, local microclimates caused "hydrometeorological blindness" where persistent valley fog and condensation rendered solar models and optical vision ineffective. Second, "trigger storms" caused by non-target fauna depleted the energy budget of the always-on GPU. We document the emergency re-engineering process, describing the transition from a continuous processing paradigm to a hierarchical, event-driven architecture. The introduction of cascaded wake-up logic and thermal vision allowed the system to regain operational stability under strict energy constraints, offering critical lessons on the non-transferability of Smart City paradigms to the wild.
