Certified Elimination of Source Candidates Under Capacity, Transit-Time, and Deadline Constraints

Source identification is constrained not only by network connectivity but also by whether a finite message can reach observed nodes before a deadline. We study deterministic source-candidate elimination in directed networks with arc capacities and transit times. A time-expanded construction gives an exact causal network-coding characterization in which a candidate is retained if and only if its temporal min-cut to every required recipient is at least the message size. Rejection is therefore conservative for any weaker compliant routing or replication protocol. We derive an equivalent minimum-cost circulation computation, monotone certificates under parameter uncertainty, and closed-form formulas for bidirected trees, including linear-time evaluation for uniform capacities and an O(|V|log2|V|) centroid decomposition algorithm for heterogeneous capacities. Protocol-generated experiments show zero true-source eliminations and substantial refinement in routing regimes. Held-out calibration supports transfer to unseen networks. On benchmark representations of 40 real backbone topology families with 50 to 197 nodes, mean candidate retention falls from 99.3% under static screening to 25.3% under exact temporal screening, without true-source elimination. A focused RLNC diagnostic attributes weak refinement in coding-rich regimes to the static screen retaining all candidates and to broad temporal feasibility, while decode-before-forward restrictions create a substantially larger protocol gap.

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Publication Details

Journal
Entropy
Published
2026-09-14
DOI
https://doi.org/10.3390/e28091022
Primary Topic
Cooperative Communication and Network Coding
Type
article
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article

Certified Elimination of Source Candidates Under Capacity, Transit-Time, and Deadline Constraints

Chung Chan, Chao Zhao, Zimeng Wang
Entropy
Cooperative Communication and Network Coding
article

Certified Elimination of Source Candidates Under Capacity, Transit-Time, and Deadline Constraints

Chung Chan, Chao Zhao, Zimeng Wang
article en

Abstract

Source identification is constrained not only by network connectivity but also by whether a finite message can reach observed nodes before a deadline. We study deterministic source-candidate elimination in directed networks with arc capacities and transit times. A time-expanded construction gives an exact causal network-coding characterization in which a candidate is retained if and only if its temporal min-cut to every required recipient is at least the message size. Rejection is therefore conservative for any weaker compliant routing or replication protocol. We derive an equivalent minimum-cost circulation computation, monotone certificates under parameter uncertainty, and closed-form formulas for bidirected trees, including linear-time evaluation for uniform capacities and an O(|V|log2|V|) centroid decomposition algorithm for heterogeneous capacities. Protocol-generated experiments show zero true-source eliminations and substantial refinement in routing regimes. Held-out calibration supports transfer to unseen networks. On benchmark representations of 40 real backbone topology families with 50 to 197 nodes, mean candidate retention falls from 99.3% under static screening to 25.3% under exact temporal screening, without true-source elimination. A focused RLNC diagnostic attributes weak refinement in coding-rich regimes to the static screen retaining all candidates and to broad temporal feasibility, while decode-before-forward restrictions create a substantially larger protocol gap.

EntropyVol. 28(9)
City University of Hong Kong (HK)
Openalex Percentile: Top 8%
Cooperative Communication and Network Coding
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Certified Elimination of Source Candidates Under Capacity, Transit-Time, and Deadline Constraints — Chung Chan, Chao Zhao, et al. · Entropy (2026) | TGRS Research Map | TGRS