Complex computer w88 online casino such as 5G networks and smart transportation have the potential to transform the world, but electrical and biomedical engineering Assistant Professor Hao Xu sees a stumbling block.
Those large scale multi-agent w88 online casino (LS-MAS) require huge information exchanges between multiple, autonomous computerized w88 online casino that use game theory (the study of mathematical models of strategic interactions between computerized w88 online casino), artificial intelligence (AI) and machine learning (ML). And while game theory, AI and ML have been successfully applied to multi-agent w88 online casino, Xu says there still is a gap in applying those theories and techniques to LS-MAS.
That’s because the large number of agents in an LS-MAS w88 online casino cause a difficult-to-solve computational complexity in the system’s optimization and learning: the curse of dimensionality. Xu w88 online casino try to lift that curse in his research project “Toward a Hierarchical Game Theory and Hybrid Learning Framework for Safe and Efficient Large Scale Multi-Agent System.” Work began this month on the five-year project, funded by a 4,751 National Science Foundation CAREER award. CAREER awards are the NSF’s most prestigious awards in support of early-career faculty who have the potential to serve as academic role models and research and education, and to lead advances in the mission of their department or organization.
Here, Xu discusses his w88 online casino:
What is the goal of your CAREER w88 online casino?
Large scale multi-agent w88 online casino (LS-MAS), such as wide area power management w88 online casino, smart transportation, ultra-dense network in 5G/6G, and so on, are transforming our world rapidly. Before harvesting the benefits from those LS-MAS, it is necessary to develop a feasible methodology that can enhance the efficiency and resiliency of LS-MAS in real-time even under uncertainties and disturbances.
Although existing game theory, artificial intelligence (AI), and machine learning (ML) achievement in multi-agent systems optimization are exciting, there is still a gap for applying those theories and techniques to LS-MAS because a large number of agents w88 online casino cause the intractable computational complexity in both optimization and learning, well-known as “curse-of-dimensionality.”
The goal of this CAREER project is to advance foundational knowledge of game theory and scientific methodologies of data-enabled learning for enhancing the resiliency and efficiency in LS-MAS.First, this project w88 online casino develop a novel hierarchical game theory (HGT) to balance the optimal efficiency and computational complexity. Then, a new type of stochastic differential equation-based actor-critic reinforcement learning w88 online casino be designed to solve the high dimensional HGT-based optimization problem. This CAREER project w88 online casino lead a new direction in machine learning, optimal control and game theory in real-time LS-MAS optimization, and also contribute to a variety of emerging LS-MAS, e.g. smart transportation, wide area power management systems, etc., which are of national priority.
What potential impact can the w88 online casino have on society?
With the rapid development of the Internet of Things as well as big data related technologies, traditional small-scale multi-agent systems have been widely extended to large scale. However, recent advances in system optimization cannot be efficiently used on real LS-MAS due to the well-known “Curse of Dimensionality.” This CAREER project w88 online casino tackle this challenge by not only building new theoretical foundations but also providing novel data-enabled learning technology that can fill the gap between theory and practical applications. Therefore, the successful completion of this research w88 online casino provide these necessary components to facilitate the optimal design of LS-MAS and foster their adoption.
Moreover, if w88 online casino project is successful, we could extend these results to other fields facing similar large dimensionality challenges. Examples include smart grids, the Internet of Things, 5G/6G communication, and smart transportation systems.
The project, if successful, also w88 online casino lead to a significant economic impact. The proposed research can pave a way for applying cutting-edge Artificial Intelligence and Machine Learning (AI/ML) technology to real-time systems. It w88 online casino make smart cities, smart transportation, and smart manufacturing truly smart.
Meanwhile, the outreach component of the educational program in this project w88 online casino improve K-12, pre-college, and underrepresented students’ awareness of the potential and attractiveness of a research and engineering career.
What impact w88 online casino the research have in your discipline?
This research w88 online casino profoundly impact applied Artificial Intelligence and Machine Learning (AI/ML). After decades, there is still a long way for us to apply current AI/ML techniques into real-time systems (e.g. smart transportation, 5G/6G network, Robot-assisted advanced manufacturing system), due to two reasons:
- Increasing AI/ML computational complexity while real-time w88 online casino are being more and more complicated
- Lacking the effective mechanism to guarantee the system performance (e.g. stability, etc.) before w88 online casino is fully completed.
To enhance the practicality of AI/ML techniques, this research w88 online casino build new theoretical foundations that can reduce the real-time system design complexity fundamentally. Moreover, this research w88 online casino also provide a Quality-of-Performance (QoP) driven mechanism and integrate it with AI/ML techniques to ensure the system performance during learning. The success of this project w88 online casino pave the way for applying advanced AI/ML technology to a variety of complex real-time systems.
Last words…
I am very honored to receive this prestigious award. It provides me and my team with strong support to carry out the proposed w88 online casino and education agenda. With this award, we can further expand our lab and have more students work on the proposed topic of hierarchical game theory as well as hybrid learning techniques and further implement them into large scale multi-agent systems, e.g. robot-assisted advanced manufacturing systems, 5G/6G network, etc.
I would like to thank all my graduated and current students for their excellent w88 online casino work and contribution to this project. I want to thank the Department of Electrical and Biomedical Engineering, the College of Engineering w88 online casino Office and Dean’s Office, w88 online casino & Innovation as well as University leadership for their support from the university level. Last but not least, I want to thank my family, friends, and collaborators without whose help I could not do this.
GET INVOLVED
Students and future collaborators who are interested in w88 online casino project and would like to participate can find more information at Assistant Professor Hao Xu's Pack Pageor email Professor Xu.
