Journal on Communications ›› 2020, Vol. 41 ›› Issue (1): 1-14.doi: 10.11959/j.issn.1000-436x.2020012
• Papers • Next Articles
Hui GUO,Lanlan RUI,Zhipeng GAO
Revised:
2019-09-30
Online:
2020-01-25
Published:
2020-02-11
Supported by:
CLC Number:
Hui GUO,Lanlan RUI,Zhipeng GAO. Dynamic service migration strategy based on MDP model with multiple parameter in vehicular edge network[J]. Journal on Communications, 2020, 41(1): 1-14.
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方案 | 设计 | 优点 | 缺点 |
文献[ | 利用基于跳数的 MDP 状态函数对蜂窝网络中的用户运动进行聚类,迭代求解 | 提高了对用户行为预测的准确度 | 可扩展性低 |
文献[ | 利用“常数+指数”的形式具体化MDP开销函数,改进策略迭代以获得更优策略 | 实现了MDP函数具体化 | 计算复杂度高、动态适应性弱 |
文献[ | 利用Lyapunov优化及MDP的解耦特性将约束的MDP问题转化为简单的确定性问题,获得高效求解 | 简化MDP模型,提高了求解效率 | 忽略了环境的动态性,可靠性差 |
文献[ | 基于服务器响应时间变化检测性能冲突并进行迁移决策,选择一个累计QoS收益最高的ES作为目标ES | 利用时延冲突主动进行服务迁移,与被动方案相比更及时、可靠 | 忽略了动态环境特点,缺乏监测数据准确性的保障机制 |
文献[ | 考虑了每个虚拟机的多个属性因素并建立相应的决策矩阵,通过决策矩阵来决策迁移 | 充分考虑了能量、时延等开销的影响,实用性较高 | 忽略了网络环境的动态性,缺乏参数的实时更新机制 |
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