Urban mobility poses various challenges to CCAM systems. Timely and reliable detection of occluded objects and especially vulnerable road users (VRUs) is a major one. To tackle this challenge, HIDDEN is developing advanced collective awareness (CA) and decision-making algorithms, with or without road infrastructure support. The CA system is focusing on the detecting occluded objects, including VRUs, while predicting their short-term trajectories using advanced behavioural models. In parallel, a novel driver gaze tracking and status monitoring system, is developed. The output of the CA and the driver gaze tracking is utilised by the real-time decision-making algorithms, which are designed to be explainable and aligned with human driving styles and ethical principles. HIDDEN deploys Hybrid Intelligence techniques across the whole chain, from perception till decision, to benefit from the combination of human with machine intelligence. During this process AI-related ethical and legal aspects are carefully considered via the development of a dedicated framework. HIDDEN developments will be evaluated both in real-world and in simulation. Real-world tests will be conducted with the AVs owned by the consortium (8 in total) in the respective testing facilities or on public roads, while for virtual tests novel co-simulation environments will be deployed. HIDDEN consortium has pre-selected four main use cases that drive the technical developments of the project. HIDDEN is developing CCAM systems which are not just technologically advanced but also deeply aligned with human driving styles, ethical principles and regulations, setting a new benchmark for the future of AVs technology. To increase HIDDEN’s impact, the consortium intends to reach out to CCAM stakeholders, in EU and beyond, engage in a continuous discussion with EU type approval authorities and UNECE working groups and promote mature results to standardisation.

TWIN-LOOP builds on a new opportunity on computational capacity of clouds and vehicles due to the implementation of High-Performance Computing combined with digitisation of EVs under the SDV architecture. State of the art Digital Twin is still far from the complex reality of EVs core performance, somehow too naive. Besides, a given vehicle in all its variants, together with its HW and SW versions, is unique and depends on the actual use and status in terms of health and use of each specific critical components. By considering unicity of a single vehicle and learning from the operational data of a series of vehicles (fleet) and the use of data and digital models across all EV’s lifecycle in an agile and continuous manner, it would be possible to unlock the necessary extra step to reduce energy consumption without compromising comfort and safety, in fact enhancing EV driver experience, safety and cybersecurity. The TWIN-LOOP will develop an Open Framework for TwinOps for EVs along with a suite of digital tools aimed at continuously improving Energy Consumption, Hardware Costs, Driver Experience and Vehicle Resiliency across the four stages of vehicle lifecycle. The project will implement the Open Framework, integrate with EV specific tools and assess their effectiveness in realistic conditions across three different use cases, identified for their relevance to the topic. The initiative will also focus on fostering synergies between various sectors and stakeholders, aligning with European priorities and strategic partnerships like 2ZERO and Chips JU. This alignment ensures the transferability of expected outcomes and underscores TWIN-LOOP’s commitment to innovation management, research ambition, and market acceptance within the automotive industry.

The main objective of the INCLUSION project is to understand, assess and evaluate the accessibility and inclusiveness of transport solutions in European prioritised areas, identify gaps and unmet needs, propose and experiment with a range of innovative and transferable solutions, including ICT-enabled elements, ensuring accessible, inclusive and equitable conditions for all and especially vulnerable user categories. INCLUSION will address a large set of case studies (at least 50) involving different forms of geographical areas and transport contexts, demographic categories, population groups and mobility solutions, providing concrete experiences from various European sites and pilot initiatives involving a variety of regulatory and business frameworks, supporting technologies, organisational and operational conditions. Complementary to this, a number of innovative solutions will be concretely tried out and validated through real-life experiments (Innovation Pilot Labs) in a mix of urban, peri-/sub-urban and rural target areas in Belgium, Germany, Hungary, Italy, Spain and the UK, offering a variety of different transport environments, socio-economic contexts, cultural and geographical conditions. Expected results include: an understanding of the main challenges affecting transport provision and accessibility in the different type of prioritised areas; a structured view highlighting the dependencies among spatial and environmental characteristics, populations segments and their mobility needs; in-depth examination of 10 innovative PT approaches and a wider catalogue of at least 40 promising cases contributing to more accessible, inclusive and equitable transport solutions, complemented by innovative solution components validated in real-life experiments; a set of recommendations and an “option generator” for the development and deployment of mobility solutions addressing the needs of vulnerable user communities in European prioritised areas

AutoMoTIF will focus on the development of strategies, business and governance models, regulatory recommendations and synergies that will enable the integration and interoperability of automated transport systems and solutions towards the operational automation of multimodal cargo flows and logistics supply chains in the intra-European network. It will list the gaps – both regulatory and technological – that are currently identified in automated transport technologies and logistics operations between modes and hubs through the analysis of automation demand and supply in multimodal transportation (users vs market). AutoMoTIF will follow an inclusive model to ensure that user and community needs are properly addressed and innovations are aligned with their expectations. UCs and scenarios will focus on real challenges and gaps in seamless automated logistics that will be simulated in real settings and different geographical locations. The results of the UCs will be used to set up a master scenario addressing the end-to-end delivery of goods using highest degree of automation possible. The outcomes from current practices will be analysed, leading to the assessment of benefits that can be gained by exploiting automated transport means to seamless multimodal automatic cargo transport and vice versa. These benefits will be defined and analysed based on their social, environmental and economic impact, such as decreased emissions and congestion, improved working conditions and safety, as well as reduced logistics and freight transport costs, with the SSH aspects being a priority. AutoMoTIF will contribute to the enhancement of synergies among sectors and stakeholders, following European priorities, strategic partnerships, such as CCAM, Zero Emission Waterborne Transport and EU Rail JU to ensure that transferability of expected outcomes.

Ports are essential for the European economy; 74% of goods exported or imported to the EU are transported via its seaports. At the same time, the challenges they face are only getting greater: Volumes of cargo increase while they also arrive in a shrinking number of vessels: Post-Panamax vessels have a capacity of more than 18k containers. Port operators need to comply with increasingly stricter environmental regulations and societal views for sustainability. A sustainable land-use strategy in and around the port and a strategic transition to new, service-based, management models that improve capacity and efficiency are paramount. They are key enablers for ports that want to keep pace with the ocean carriers needs and establish themselves as trans-shipment hubs with a ‘societal license to operate’; for ports whose land strategy, hinterland accessibility and operations are underpinned by circular economy principles. COREALIS proposes a strategic, innovative framework, supported by disruptive technologies, including IoT, data analytics, next generation traffic management and 5G,for modern ports to handle future capacity, traffic, efficiency and environmental challenges. It respects their limitations regarding the port land, intermodal infrastructure and terminal operation. It proposes beyond state of the art innovations to increase efficiency and optimize land-use, while being financially viable, respecting circular economy and being of service to the city. Through COREALIS, the port will minimize its environmental footprint to the city, it will decrease disturbance to local population through a reduction in the congestion around the port. It will be a pillar of business innovation, promoting local startups in disruptive technologies of mutual interest. COREALIS innovations are key both for the major deep sea European ports in view of the new mega-vessel era, but also relevant for medium sized ports with limited investment funds for infrastructure and automation.