Toward a personalized autonomous transportation system: Vision, challenges, and solutions
These videos have been matched automatically. Contact us if they are not relevant.
These videos have been matched automatically. Contact us if they are not relevant.
View abstract on PubMed
Summary
This summary is machine-generated.Intelligent transportation systems evolve into autonomous transportation systems (ATS) to overcome fragmentation. A new TPE framework using blockchain, federated learning, and large models ensures trustworthy, private, and equal mobility services.
Area Of Science
- Intelligent Transportation Systems (ITS)
- Autonomous Transportation Systems (ATS)
- Cloud-Edge-Device Continuum
Background
- Fragmented ITS lead to isolated systems, resource competition, and information gaps, degrading traffic management and service levels.
- The evolution towards ATS aims to create a collaborative, sustainable ecosystem with cloud-edge-device interoperability.
- Key challenges for ATS include disparate data, deficient models, and conflicting interests in supporting autonomous and personalized mobility.
Purpose Of The Study
- To address the challenges hindering the development and widespread adoption of autonomous transportation systems (ATS).
- To propose an innovative framework ensuring trustworthy, private, and equitable mobility services within an ATS.
- To enable personalized mobility solutions while maintaining data privacy and system integrity.
Main Methods
- Design and integration of a novel framework named TPE (Trustworthy, Private, and Equal-serving).
- Seamless integration of blockchain technology for a trustworthy operating environment.
- Application of federated learning for processing private data into globally shareable knowledge.
- Development of large-scale models for personalized adaptation and mobility services.
Main Results
- The TPE framework successfully integrates blockchain, federated learning, and large-scale models.
- It establishes a trustworthy operating environment for autonomous transportation systems.
- Enables the processing of private data for generating globally applicable knowledge and personalized services.
Conclusions
- The TPE framework provides an innovative solution to critical challenges in autonomous transportation systems.
- ATS empowered by TPE can effectively serve diverse user groups with enhanced privacy and equity.
- This approach facilitates a more systematic balance between mobility demand and supply with reduced human intervention.
These videos have been matched automatically. Contact us if they are not relevant.
These videos have been matched automatically. Contact us if they are not relevant.
Related Concept Videos
Electrical engineering plays a pivotal role in our daily lives, with control systems at the heart of many applications, from home appliances to sophisticated space shuttles. Control systems manage and regulate the behavior of devices and processes, ensuring they function safely, correctly, and efficiently.
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...