Javascript must be enabled to continue!
Risk assessment of dammed lakes in China based on Bayesian network
View through CrossRef
Abstract
Scientific risk assessment of dammed lakes is vitally important for emergency response planning. In this study, based on the evolution process of the disaster chain, the logic topology structure of dammed lake risk was developed. Then, a quantitative risk assessment model of dammed lake employing Bayesian network is developed, which includes the three modules of dammed lake hazard evaluation, outburst flood routing simulation, and loss assessment. In the proposed model, the network nodes of each module were quantified through statistical data, empirical model, logical inference, and Monte Carlo method. The failure probability of a dammed lake, and the losses of life and property because of its breaching were calculated. This can be multiplied to assess the risk a dammed lake imposes after the uniformization of each loss type. Based on the socio-economic development and longevity statistics of dammed lakes, a risk level classification method for dammed lakes is proposed. The Baige dammed lake, which emerged in China in 2018, was chosen for a case study and risk assessment was conducted. The calculated results showed that the comprehensive risk value of Baige dammed lake is 0.7339 under the condition without manual intervention, identifying it as the extra-high level according to the classification. These results are in accordance with the actual condition, which corroborates the reasonability of the proposed model. This model can quickly and quantitatively evaluate the overall risk of a dammed lake and provide a reference for decision-making in a rapid emergency response scenario.
Title: Risk assessment of dammed lakes in China based on Bayesian network
Description:
Abstract
Scientific risk assessment of dammed lakes is vitally important for emergency response planning.
In this study, based on the evolution process of the disaster chain, the logic topology structure of dammed lake risk was developed.
Then, a quantitative risk assessment model of dammed lake employing Bayesian network is developed, which includes the three modules of dammed lake hazard evaluation, outburst flood routing simulation, and loss assessment.
In the proposed model, the network nodes of each module were quantified through statistical data, empirical model, logical inference, and Monte Carlo method.
The failure probability of a dammed lake, and the losses of life and property because of its breaching were calculated.
This can be multiplied to assess the risk a dammed lake imposes after the uniformization of each loss type.
Based on the socio-economic development and longevity statistics of dammed lakes, a risk level classification method for dammed lakes is proposed.
The Baige dammed lake, which emerged in China in 2018, was chosen for a case study and risk assessment was conducted.
The calculated results showed that the comprehensive risk value of Baige dammed lake is 0.
7339 under the condition without manual intervention, identifying it as the extra-high level according to the classification.
These results are in accordance with the actual condition, which corroborates the reasonability of the proposed model.
This model can quickly and quantitatively evaluate the overall risk of a dammed lake and provide a reference for decision-making in a rapid emergency response scenario.
Related Results
Anticipating future ice-dammed lakes across High Mountain Asia
Anticipating future ice-dammed lakes across High Mountain Asia
<p>Over recent decades, a significant increase in the amount and the size of glacier lakes has been observed. These lakes enhance glacier mass loss but also present s...
Glacier lake outburst flood disasters in China
Glacier lake outburst flood disasters in China
Floods caused by outbursts from lakes dammed either by end moraines or by glaciers are the most important disasters related to glaciers in China. The former occur mainly in Tibet, ...
Glacier lake outburst flood disasters in China
Glacier lake outburst flood disasters in China
Floods caused by outbursts from lakes dammed either by end moraines or by glaciers are the most important disasters related to glaciers in China. The former occur mainly in Tibet, ...
Identification of Hazardous prone lakes using Remote Sensing and ANN applications in Western Himalaya
Identification of Hazardous prone lakes using Remote Sensing and ANN applications in Western Himalaya
Abstract
The Himalayan glaciers are observed to be declining for the past three to four decades, due to ongoing changes in climate. Among them, a few glaciers have favored ...
Formation, mechanism and significance of alluvial‐dammed lakes in Golmud River catchment, north‐eastern Qinghai‐Tibetan Plateau
Formation, mechanism and significance of alluvial‐dammed lakes in Golmud River catchment, north‐eastern Qinghai‐Tibetan Plateau
AbstractThis study investigated a series of dammed lakes and downstream‐adjacent alluvial fans in the upstream to middle reaches of the Golmud River in the eastern Kunlun Mountain,...
Saline systems of the Great Plains of western Canada: an overview of the limnogeology and paleolimnology
Saline systems of the Great Plains of western Canada: an overview of the limnogeology and paleolimnology
AbstractIn much of the northern Great Plains, saline and hypersaline lacustrine brines are the only surface waters present. As a group, the lakes of this region are unique: there i...
Zooplankton Seasonal Abundance of South AmericanSaline Shallow Lakes
Zooplankton Seasonal Abundance of South AmericanSaline Shallow Lakes
AbstractThe central provinces of Argentina are characterized by the presence of a high number of shallow lakes, located in endorheic basins, many of which have elevated salinities ...
Sample-efficient Optimization Using Neural Networks
Sample-efficient Optimization Using Neural Networks
<p>The solution to many science and engineering problems includes identifying the minimum or maximum of an unknown continuous function whose evaluation inflicts non-negligibl...

