UAV cluster plays an important role in large-scale complex task, there are still many challenges like the planning and control quantities cannot be properly matched when facing the exploration of large-scale unknown e...
详细信息
UAV cluster plays an important role in large-scale complex task, there are still many challenges like the planning and control quantities cannot be properly matched when facing the exploration of large-scale unknown environment with possible obstacles. This paper proposes an adaptive guidance distributed model predictive control (AG-DMPC) exploration method for unknown complex environment of UAV cluster. The control quantity of UAV is directly planned to avoid the conflict between planning quantity and control quantity in traditional methods. The initial solution is generated based on dynamic constraints, and the rolling optimization solution is carried out through the symbiotic biological search algorithm. The evaluation function is constructed by comprehensively considering the growth of exploration rate, cluster collision avoidance and obstacle avoidance, and the adaptive clustering guidance method is introduced to escape local maximum exploration in trap the search process, so as to realize faster exploration of the environment under the condition of ensuring safety constraints. The simulation results show that this method can effectively avoid collision problems, reduce explore lost and escape local traps to improve exploration efficiency.
A system of research directions for the development of a methodology for managing social development at various levels of social stratification is proposed. The study of the relationship between the types of human act...
详细信息
Urban traffic congestion is becoming a severe problem. A reinforcement learning-based intelligent traffic signal control system can alleviate traffic congestion problems. However, when reinforcement learning faces com...
详细信息
Named entity recognition (NER) is a fundamental task in natural language processing and a key technology for building knowledge graphs. However, the performance of NER is often limited by domain-specific characteristi...
详细信息
Strong coupling and complex nonlinearities increase the difficult of the dynamic modeling of the cooperative dual marine lifting system (DMLS). Moreover, it is a great challenge for DMLS model analysis while consideri...
详细信息
The potential of digital twin (DT) technology to revolutionize industry by enabling virtual simulations of physical systems in real-time has garnered significant attention in recent years. DTs have been widely applied...
详细信息
The potential of digital twin (DT) technology to revolutionize industry by enabling virtual simulations of physical systems in real-time has garnered significant attention in recent years. DTs have been widely applied in the manufacturing field to solve various problems, such as shopfloor resource optimization, layout design, commissioning, monitoring, and supervisory control. Cloud-based DT (CBDT) is an emerging concept and shows promise in achieving enhanced remote accessibility, data processing and analysis capabilities, and scalability. However, current CBDT research is still very limited and mainly focuses on theoretical framework that leverages cloud computing advantages in data processing aspects. Yet, practical implementation with technical details for creating a CBDT of a complex manufacturing system is rarely reported, and the interactions between cloud infrastructure and DT modeling and visualization are scarcely investigated. To fill the gaps, this paper first proposes a general CBDT framework for supporting smart manufacturing services. This framework features the integration of modularized cloud intelligence, DT modeling, and DT visualization to achieve enhanced remote accessibility. Moreover, a prototyping system that entails the CBDT-enabled remote monitoring and control services is implemented for a legacy robotic assembly system to partially showcase the process of the proposed framework. The usefulness and remote accessibility of the developed CBDT-based prototype system is further demonstrated with web-based functionalities such as assembly job status update, real-time 3-dimensional DT visualization and simulation of assembly tasks, and remote feedback control over the physical system. Lastly, the prototype system is built upon open-source toolkits (e.g., WebGL) and low-cost commercial software platforms (e.g., Unity and Google Cloud Platform), which could potentially open new opportunities for aiding small-to-medium companies for digital transfo
modeling scattering structures of various shapes using the method of moments (MoM) with wire grid (WG) models remains crucial in contemporary research. Although many publications focus on WG models constructed with sq...
详细信息
Packing optimization problems have a wide spectrum of real-word applications. In today's technologically advanced world, the need for safety systems is ubiquitous and paramount. From industrial processes to everyd...
详细信息
As an emerging manufacturing technology, 3D printing has the characteristics of forming complex structures, mass customization and rapid prototyping. It is widely used in biomedical, aerospace, construction, and other...
详细信息
A conventional model predictive current control (MPCC) scheme for an induction motor (IM) drive performs as an effective controller at dynamic and steady-state conditions. However, the performance of this control sche...
详细信息
暂无评论