Table 1 Vulnerability, critical nodes (CN) and driver nodes (\(N_D\)) characteristics of natural RNs. C denotes controllability, \(N_{DJ}\) is the number of driver nodes on junctions of a network, N is the total number of nodes in a network, \(N_{CN{\cap N}_{DJ}}\) is the number of common driver and critical nodes, and k is the total number of identified critical nodes in a network.
From: Controllability and heterogeneity of river networks using spectral graph theory approach
Basin’s CAI | \(C=N_D/N\) (%) | Vulnerability | c-value | \(N_{DJ}/N\) (%) | \(N_{CN\cap N_{DJ}}\)(%) \(k=5\) | \(N_{CN\cap N_{DJ}}\)(%) \(k=10\) | \(N_{CN\cap N_{DJ}}\)(%) \(k=N_D\) |
|---|---|---|---|---|---|---|---|
0.30 | 17.07 | 0.81 | 3.01 | 0.61 | 0 | 0 | 0.61 |
0.34 | 17.28 | 0.84 | 3.26 | 0 | 0 | 0 | 0 |
0.48 | 17.69 | 0.79 | 2.07 | 0.68 | 0.34 | 0.34 | 0.68 |
0.57 | 20.83 | 0.72 | 4.62 | 0 | 0 | 0 | 0 |
0.61 | 18.03 | 0.72 | 2.55 | 0.41 | 0 | 0 | 0 |
0.61 | 17.42 | 0.74 | 2.51 | 0.43 | 0 | 0.43 | 0.43 |
0.62 | 16.81 | 0.88 | 2.39 | 0.57 | 0 | 0.28 | 0.57 |
0.64 | 16.42 | 0.79 | 3.04 | 0.86 | 0.43 | 0.43 | 0.86 |
0.66 | 16.04 | 0.67 | 3.02 | 0 | 0 | 0 | 0 |
0.69 | 15.54 | 0.88 | 1.81 | 1.01 | 0 | 0 | 1.01 |
0.69 | 14.78 | 0.76 | 2.59 | 0.82 | 0 | 0 | 0.41 |
0.72 | 13.04 | 0.90 | 3.21 | 1.52 | 0 | 0.43 | 1.09 |
0.95 | 16.81 | 0.84 | 3.20 | 0.85 | 0 | 0 | 0.28 |
0.96 | 13.80 | 0.86 | 3.19 | 0.61 | 0 | 0 | 0.61 |
1.13 | 14.08 | 0.79 | 3.73 | 0.14 | 0 | 0 | 0.14 |
1.13 | 13.04 | 0.86 | 2.27 | 0 | 0 | 0 | 0 |
1.15 | 14.37 | 0.67 | 1.36 | 1.45 | 0.15 | 0.15 | 1.45 |
1.15 | 12.35 | 0.82 | 2.93 | 0 | 0 | 0 | 0 |
1.15 | 17.24 | 0.92 | 1.56 | 1.72 | 1.72 | 1.72 | 1.72 |
1.16 | 15.84 | 0.84 | 2.53 | 0.78 | 0.16 | 0.31 | 0.62 |
1.34 | 14.79 | 0.77 | 1.51 | 0.97 | 0 | 0.19 | 0.78 |
1.35 | 15.20 | 0.74 | 2.03 | 0.49 | 0.25 | 0.25 | 0.25 |
1.36 | 16.81 | 0.85 | 2.82 | 0 | 0 | 0 | 0 |
1.36 | 14.19 | 0.81 | 2.56 | 0.83 | 0 | 0 | 0.67 |
1.36 | 15.38 | 0.84 | 2.67 | 0 | 0 | 0 | 0 |
1.40 | 15.60 | 0.70 | 2.78 | 0.46 | 0 | 0 | 0.46 |
1.42 | 16.67 | 0.93 | 2.93 | 2.27 | 0.76 | 0.76 | 1.52 |
1.44 | 14.69 | 0.85 | 3.40 | 0 | 0 | 0.00 | 0 |
1.54 | 12.50 | 0.94 | 2.53 | 2.08 | 1.04 | 2.08 | 2.08 |
1.56 | 15.63 | 0.83 | 2.33 | 0.78 | 0 | 0.78 | 0.78 |
1.64 | 14.56 | 0.85 | 2.12 | 0 | 0 | 0 | 0 |
1.67 | 14.29 | 0.89 | 2.70 | 1.07 | 0 | 0.36 | 1.07 |
1.68 | 15.44 | 0.87 | 1.38 | 0.67 | 0 | 0 | 0.67 |
1.76 | 17.09 | 0.85 | 1.76 | 0.43 | 0 | 0 | 0 |
1.84 | 16.44 | 0.82 | 1.11 | 2.05 | 0.68 | 1.37 | 0.68 |
1.93 | 15.14 | 0.75 | 2.29 | 0.40 | 0 | 0 | 0.40 |
2.03 | 16.05 | 0.71 | 2.42 | 1.85 | 0.62 | 1.23 | 1.23 |
2.06 | 14.96 | 0.88 | 2.55 | 0.88 | 0 | 0.59 | 0.88 |
2.20 | 14.49 | 0.85 | 3.52 | 0.72 | 0 | 0 | 0.72 |
2.20 | 14.58 | 0.69 | 2.49 | 1.04 | 0 | 1.04 | 1.04 |
2.20 | 17.78 | 0.90 | 1.81 | 1.11 | 0 | 1.11 | 0 |
2.32 | 13.23 | 0.78 | 1.13 | 0.53 | 0 | 0.53 | 0.53 |
3.47 | 19.23 | 0.72 | 2.71 | 0 | 0 | 0 | 0 |
3.57 | 10.53 | 0.92 | 1.16 | 0.67 | 1.32 | 1.32 | 0.67 |
4.82 | 12.02 | 0.85 | 2.53 | 0 | 0 | 0 | 0 |
4.84 | 13.51 | 0.88 | 1.30 | 0 | 0 | 0 | 0 |
5.42 | 13.79 | 0.74 | 1.60 | 0.34 | 0 | 0.34 | 0.34 |
5.73 | 16.10 | 0.93 | 1.92 | 0 | 0 | 0 | 0 |
5.79 | 15.57 | 0.77 | 1.91 | 0 | 0 | 0 | 0 |
5.80 | 16.46 | 0.89 | 1.90 | 0.42 | 0 | 0 | 0.42 |
5.82 | 13.51 | 0.81 | 1.62 | 0 | 0 | 0 | 0 |
8.31 | 10.00 | 0.90 | 2.53 | 3.33 | 3.33 | 3.33 | 3.33 |
9.77 | 15.12 | 0.84 | 1.77 | 0.58 | 0 | 0.58 | 0.58 |
10.11 | 14.70 | 0.99 | 1.48 | 0 | 0 | 0 | 0 |
11.19 | 14.29 | 0.94 | 1.57 | 1.26 | 0 | 0 | 1.26 |
12.45 | 13.87 | 0.99 | 1.24 | 1.54 | 0.77 | 1.54 | 1.54 |