2007
DOI: 10.2166/aqua.2007.002
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A new theoretical analysis on organizing principles of water supply networks

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Cited by 15 publications
(7 citation statements)
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“…In a self-supervised way, a SOM network extracts structural information from numerical data instead of memorizing it as is shown in Figure 2. The SOM can provide a topological ordering of the classes, thus automatically catching specific features in the input data and organizing them spatially (Chai, Li, 2007). The arithmetic principles of a SOM and our theoretical framework are utterly similar: to introduce the connection of competition and optimization in nonlinear systems.…”
Section: Maximum Entropy Principle and Som Simulationmentioning
confidence: 99%
“…In a self-supervised way, a SOM network extracts structural information from numerical data instead of memorizing it as is shown in Figure 2. The SOM can provide a topological ordering of the classes, thus automatically catching specific features in the input data and organizing them spatially (Chai, Li, 2007). The arithmetic principles of a SOM and our theoretical framework are utterly similar: to introduce the connection of competition and optimization in nonlinear systems.…”
Section: Maximum Entropy Principle and Som Simulationmentioning
confidence: 99%
“…According to the connections between potential functions and dynamic evolutional equations, the stochastic evolutionary equations from Eq. ( 7) can be deduced [7][8]:…”
Section: Dynamic Principle Of Maximum Entropymentioning
confidence: 99%
“…Therefore, the entropy function can be used to describe the uncertainty of complex system based on non-equilibrium statistical mechanics principle which developed by Boltzmann. Let x 1 , x 2 , ⋅⋅⋅ , x n denoted the values of X 1 , X 2 , ⋅⋅⋅ , X n , then the microstructure evolution dynamic equations of lake system which based on maximum entropy principle can be expressed as follows [4][5][6] :…”
Section: Water Quality Assessment Model Based On Maximum Entropy Prin...mentioning
confidence: 99%