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Razvoj digitalnega dvojčka za sistem samodejno vodenih mobilnih robotov
ID Stepančič, Domen (Author), ID Kozjek, Dominik (Mentor) More about this mentor... This link opens in a new window

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Abstract
V zadnjih desetletjih so mobilni roboti postali ključni za avtomatizacijo in optimizacijo interne logistike v industriji. Samodejno vodeni mobilni roboti (ang. Automated Guided Vehicles) so mobilni roboti, ki sledijo trajektorijam, označenih na tleh. Ti roboti so lahko zaznavno omejeni, npr. imajo le senzorje za sledenje črti. To vodi do več omejitev: vnaprej določene in neoptimalne poti, potreba po ročnem spreminjanju kode ob spremembah poti ter pomanjkanje centralnega vodenja in komunikacije, kar lahko vodi do trkov. Cilj dela je razviti centraliziran sistem za zanesljivo navigacijo več robotov na mreži črt – trajektorij, ki temelji na konceptu digitalnega dvojčka. Razvit je bil sistem, ki je implementiran na Node.js strežniku, simulira dogajanje v realnem času, načrtuje optimalne poti in preprečuje trke. Roboti micro:Maqueen V2 z mikrokrmilnikom ESP32 preko WebSocket povezave komunicirajo s strežnikom ter sledijo črtam na osnovi prejetih ukazov. Razvit je bil tudi uporabniški vmesnik za vizualizacijo in upravljanje ter algoritem za kalibracijo simulacije. Razviti sistem omogoča zanesljivo navigacijo in usklajenost med fizičnimi in simuliranimi roboti, občasne napake pa izhajajo predvsem iz omejitev strojne opreme. Sistem predstavlja modularno osnovo za prihodnje nadgradnje in integracijo v demonstracijsko platformo.

Language:Slovenian
Keywords:mobilni roboti, AGV, digitalni dvojček, simulacija, centralizirano vodenje, navigacija
Work type:Master's thesis/paper
Typology:2.09 - Master's Thesis
Organization:FS - Faculty of Mechanical Engineering
Year:2025
Number of pages:XX, 62 str.
PID:20.500.12556/RUL-175322 This link opens in a new window
UDC:004.89:007.52(043.2)
COBISS.SI-ID:255686659 This link opens in a new window
Publication date in RUL:24.10.2025
Views:116
Downloads:21
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Secondary language

Language:English
Title:Development of a digital twin of a system of autonomously guided mobile robots
Abstract:
In recent decades, mobile robots have become crucial for the automation and optimization of internal logistics in industry. Automated guided vehicles (AGVs) are mobile robots that follow trajectories marked on the ground. These robots can be perceptually limited, for example, having only sensors for line following. This leads to several limitations: predefined and suboptimal paths, the need for manual code changes when paths are altered, and a lack of central guidance and communication, which can lead to collisions. The goal of this thesis is to develop a centralized system for the reliable navigation of multiple robots on a grid of lines – trajectories, based on the concept of a digital twin. A system was developed, implemented on a Node.js server, that simulates events in real-time, plans optimal paths and prevents collisions. The micro:Maqueen V2 robots, equipped with an ESP32 microcontroller, communicate with the server via a WebSocket connection and follow lines based on received commands. A user interface for visualization and management, as well as an algorithm for simulation calibration were also developed. The developed system enables reliable navigation and coordination between the physical and simulated robots, with occasional errors arising mainly from hardware limitations. The system provides a modular foundation for future upgrades and integration into a demonstration platform.

Keywords:mobile robots, AGV, digital twin, simulation, centralized control, navigation

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