Expand description
Network reliability analysis.
This module provides algorithms for computing and estimating the reliability of networks under random component (edge) failures.
§Problem setting
Each edge e in the graph independently fails with probability 1 − p_e
(survives with probability p_e). Network reliability questions ask: what
is the probability that the surviving edges satisfy some connectivity
criterion?
| Struct | Question |
|---|---|
NetworkReliability | P(source s can reach terminal t) — two-terminal reliability |
AllTerminalReliability | P(all nodes mutually reachable) — all-terminal reliability |
ReliabilityPolynomial | Exact polynomial in p for small networks via inclusion-exclusion |
BDD | Exact reliability via binary decision diagrams (BDD) |
§Example
use scirs2_core::ndarray::Array2;
use scirs2_graph::reliability::{NetworkReliability, AllTerminalReliability};
// Triangle graph: 0-1, 1-2, 0-2
let mut adj = Array2::<f64>::zeros((3, 3));
adj[[0,1]] = 0.9; adj[[1,0]] = 0.9;
adj[[1,2]] = 0.8; adj[[2,1]] = 0.8;
adj[[0,2]] = 0.7; adj[[2,0]] = 0.7;
let rel = NetworkReliability::new(0, 2);
let estimate = rel.monte_carlo(&adj, 10000, Some(42)).unwrap();
println!("Two-terminal reliability ≈ {estimate:.4}");
let all_rel = AllTerminalReliability::new();
let est2 = all_rel.monte_carlo(&adj, 10000, Some(42)).unwrap();
println!("All-terminal reliability ≈ {est2:.4}");Re-exports§
pub use network_reliability::AllTerminalReliability;pub use network_reliability::ComponentFailureTree;pub use network_reliability::NetworkReliability;pub use network_reliability::ReliabilityPolynomial;pub use network_reliability::BDD;pub use reliability_extra::all_terminal_reliability_factoring;pub use reliability_extra::k_edge_connectivity;pub use reliability_extra::k_vertex_connectivity;pub use reliability_extra::min_cut_reliability_bound;pub use reliability_extra::reliability_polynomial;pub use reliability_extra::two_terminal_reliability;
Modules§
- network_
reliability - Network reliability algorithms: Monte Carlo estimation, exact BDD computation, inclusion-exclusion polynomial, and component failure enumeration.
- reliability_
extra - Additional network reliability algorithms: factoring-based exact computation, k-connectivity, and reliability bounds.