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This paper proposes a game-theoretic approach to study the dynamic interactions between different residential customers with the capability to provide self-generated power in a small-scale residential distribution system, using the DistFlow algorithm to calculate the AC flow. In line with the high penetration of distributed renewable energy, some electric customers can play a more active role in the...
In a software-defined radio access network (Soft-RAN), the centralized network controller (CNC) and the wireless service providers (WSPs) are decoupled. Specifically, the CNC schedules resources over time for the mobile terminals (MTs) based on the value functions sent by the WSPs. While the strategic WSPs compete against each other on behalf of their MTs to optimize the long-term expected payoffs...
The cross- and co-tier interference creates the challenges to facilitate the concept of heterogeneous cellular networks (HCNs) in practice. In this paper, we establish a combined learning framework to autonomously mitigate the destructive interference. The macrocell is modeled as the leader and protects itself through pricing the interference from small-cells, which are the followers in the stochastic...
This paper investigates energy efficiency for the two-tier femtocell networks through combining game theory and stochastic learning. With the Stackelberg game formulation, a hierarchical reinforcement learning framework is developed to study the joint expected utility maximization of macrocells and femtocells. The macrocells behave as the leaders and the femtocells are followers during the learning...
As energy saving and environmental protection become an inevitable trend, researchers need to shift their focus to “green” oriented architecture design. Recent advances in the area of cognitive radio (CR) have significant potential towards “green” communications. One of the critical challenges for operating CRs in a wireless mesh network is how to efficiently allocate transmission powers and frequency...
Cognitive wireless mesh networks have great potential to green communication. One of the critical challenges for realizing such networks is how to adaptively match transmit powers and allocate frequency resources among secondary users of the licensed frequency bands whilst maintaining the quality-of-service (QoS) requirement of the primary users, even in mutually entangled interferences environment...
The transition to market economy in China has already been about 30 years. Regional disparities of China are becoming more serious. The inequality has become a drawback to Chinese economy. What matter and how can we resolve it? The paper argues that the game behavior between local government and local enterprise lead to the local institutional performance and it is the key of local economy development...
As the limited spectrum resource becoming over crowded, cognitive wireless mesh networks have great flexibility to improve the spectrum utilization by opportunistically accessing the authorized frequency bands. One of critical challenges for realizing such networks is how to adaptively allocate transmit powers and frequencies among secondary users (SUs) while maintaining the quality of service (QoS)...
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