A markov chain approach to model reconstruction

Valeria Scapini, Eduardo Zuñiga
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引用次数: 1

Abstract

Motivated by the fact that Chile is one of the most seismically active countries in the world (located over the ‘Pacific Ring of Fire’), we define a methodology for estimating the cost of housing reconstruction by modelling the occurrence of natural disasters as a Markov chain. Specifically, the states of the chain correspond to the different possible conditions of the housing infrastructure and the transition probabilities represent the possibility of change from one condition to another once the disaster has occurred. We prove that for the case of the 2010 Chilean earthquake, the matrix representing the process admits a stationary state vector. Using this vector, which we interpreted as the portion of time that the chain spends in each state in the long term, we define a cost function associated with total reconstruction. If this cost function is continuous, then this methodology allows policymakers to make decisions when facing the trade-off between current partial reconstruction and future total reconstruction.
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模型重构的马尔可夫链方法
由于智利是世界上地震最活跃的国家之一(位于“太平洋火环”上方),我们通过将自然灾害的发生建模为马尔可夫链,定义了一种估算房屋重建成本的方法。具体来说,链的状态对应于住房基础设施的不同可能条件,过渡概率表示灾难发生后从一种条件转变为另一种条件的可能性。我们证明了对于2010年智利地震,表示该过程的矩阵允许一个稳态向量。使用这个向量,我们将其解释为长期内链在每个状态下花费的时间部分,我们定义了与总重建相关的成本函数。如果这个成本函数是连续的,那么这个方法允许决策者在面对当前部分重建和未来全部重建之间的权衡时做出决定。
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