Water-energy nexus under uncertainty: Development of a hierarchical decision-making model

2020 ◽  
Vol 591 ◽  
pp. 125297
Author(s):  
Y. Ma ◽  
Y.P. Li ◽  
G.H. Huang ◽  
Y.R. Liu
2021 ◽  
Author(s):  
Qianli Yang ◽  
Zhongqiao Lin ◽  
Wenyi Zhang ◽  
Jianshu Li ◽  
Xiyuan Chen ◽  
...  

Humans can often handle daunting tasks with ease by developing a set of strategies to reduce decision making into simpler problems. The ability to use heuristic strategies demands an advanced level of intelligence and has not been demonstrated in animals. Here, we trained macaque monkeys to play the classic video game Pac-Man. The monkeys' decision-making may be described with a strategy-based hierarchical decision-making model with over 90% accuracy. The model reveals that the monkeys adopted the take-the-best heuristic by using one dominating strategy for their decision-making at a time and formed compound strategies by assembling the basis strategies to handle particular game situations. With the model, the computationally complex but fully quantifiable Pac-Man behavior paradigm provides a new approach to understanding animals' advanced cognition.


2014 ◽  
Vol 31 (6) ◽  
pp. 1116-1128 ◽  
Author(s):  
Egidio D’Amato ◽  
Elia Daniele ◽  
Lina Mallozzi ◽  
Giovanni Petrone

2014 ◽  
Vol 543-547 ◽  
pp. 1327-1330 ◽  
Author(s):  
Wei Zhao ◽  
Wen Juan Huang ◽  
Hong Ping Yao ◽  
Jian Yu Gao

This paper describes robot soccer, it studies the organizational model of the soccer robot, and centralized decision-making system is analyzed. With the deep research of the three-layered hierarchical decision-making model on the basis of decision-making, management and executive, the paper achieves the basic control of the robot.


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