ORIENTATE · Low-cost Reliable Indoor Positioning in Smart Factories
„Хоризонт 2020“ — Действия „Мария Склодовска-Кюри“
- Период
- 2021-09-01 → 2023-08-31
- Финансиране от ЕС
- 159 815 €
- Участници
- 1
- Схема
- MSCA-IF
Линиите свързват координатора с партньорите.
Накратко на български
Системите за евтино и надеждно позициониране в затворени пространства помагат за проследяване на автономни машини в заводите. Това подобрява безопасността, логистиката и бързината на реакция при повреди на оборудването.
Кратко обяснение, генерирано от езиков модел по текста на CORDIS. Оригиналът е по-долу.
Резултати накратко
Low-cost Reliable Indoor Positioning in Smart Factories
Industry is the backbone of the European economy, directly providing 35 million jobs and whose products cover more than 20% of the EU’s total added-value . The European Commission stands on the brink of a new industrial revolution (i.e. Industry 4.0,) by maintaining European industry’s global competitiveness, reaching climate-neutrality by 2050, and promoting the industry digitalisation. The main features of Industry 4.0 are: high degree of connectivity in factories, adoption of autonomous production methods and enhance predictive maintenance. Indoor Positioning will play a relevant role in factories by bringing safety, transparency, preventive maintenance and efficiency in logistics. The supporting systems, mainly Industrial Internet of Things or Cyber-Physical Systems, will enable tracking within the factory and sharing information with all the elements of the value chain. The automatization of factories, with full product traceability and the co-existence of intelligent unmanned vehicles with human operators, allows a faster reaction on product quality degradation and machinery breakdowns. Also, production becomes more flexible as it can be adapted to the market demands and customers can dynamically handle key factors (quality, production time, price, environmental sustainability) in real-time at all stages of the value chain (from development to distribution). A strong industry sector has a positive impact on the local, national and European economy. However, fragmentation of Indoor Positioning technologies, lack of interoperable practices and limited evaluation procedures in the field are preventing Indoor Positioning widespread usage. Tracking and supporting navigation of unmanned vehicles that freely operate in industrial facilities are the core of “Low-cost Reliable Indoor Positioning in Smart Factories” (ORIENTATE). The ORIENTATE project aims at the development and industrialization of a reliable and scalable indoor positioning system (IPS), meeting the requirements of smart factories. Increasing knowledge and global competitiveness will attract investors providing profitability and internationalisation, with an expected positive impact in the Portuguese economy and European innovation. Namely, in a broader sense, the ORIENTATE main objectives are: 1. Identifying the requirements and weaknesses of IP in industrial facilities; 2. Providing a new low-cost and scalable technology for Indoor Positioning in industrial settings; 3. Improving the interoperability of Indoor Positioning Systems to enable an efficient combination of different sources of data; 4. Promoting an open repository for Indoor Positioning in order to reduce waste of resources in on-factory testing and increase safety for UVs testing in factories. As conclusion, within the project context: - the BSpoters units have been developed. They correspond to the last iteration of the L-Trackers prototypes defined in the project proposal. Their cost, at prototyping level, is less than 100€. Laboratory testing gave us interesting results being possible to cover approximately 25m2 with each unit. - In the empirical assessment, we identified that frame-based processing is a major bottleneck as the time to grab and process a single frame is larger than expected as irrelevant data, i.e. those pixels where no L-Beacon (light emitter) is present, have also to be processed and analysed. As alternative, we have decided to move to sensing with alternative sensors; - In terms of evaluation and assessment, two datasets have been collected. Additional testing is scheduled for 2024.
Текст от CORDIS, на английски · Данни: CORDIS, © Европейски съюз
Цел на проекта
We are clearly on the verge of Industry 4.0. The European Commission is investing on European Industry digitalisation not only to improve competitiveness but also to reach climate-neutrality. Indoor Positioning (IP) will play a key role in Industry 4.0 by, for instance, supporting unmanned vehicles navigation or tracking goods within the value chain. Despite there are already technologies coping with the technical requirements for IP in industrial environments, they present drawbacks that might prevent its usage. Moreover, a direct comparison of the current IP technologies is not possible due to the diversity of scenarios used in empirical evaluation. This project aims to provide a significant contribution to Industrial IP by: i) proposing a new scalable high-accurate solution; ii) dynamically integrating multiple IP technologies; iii) creating an open evaluation framework. From the methodological point of view, a novel solution -based on Visible-Light Communications principles- will be proposed. Moreover, data provided by positioning modules will be processed with neural networks and local outlier factor to detect anomalous behaviour. Trusted positioning information will be coded as hyperspectral images to allow dynamic sensor fusion through Deep Neural Networks. Finally, the Experienced Researcher, with the support of 3 industrial partners and 12 international researchers, will agree an evaluation framework for Industrial IP. The project outcomes will contribute to the IP community with significant advances to the state-of-the-art solutions and, specially, with a new open evaluation framework and generated datasets. The Experienced Researcher will emerge from the project with acquired multidisciplinary competences necessary to conduct high-impact research projects and deliver high-level consultancy services. Thus, it will grant the ER the capacity of achieving maturity and independence on Industrial IP, a research area with great growth potential.
Оригинален текст от CORDIS (на английски).
Участници
- UNIVERSIDADE DO MINHO · BragaКоординаторПортугалия
Връзки
Данни: CORDIS, © Европейски съюз
