ReviewSensors (Basel, Switzerland)2026
Resilient Cooperative Control of Connected and Automated Mixed Traffic: From Effective Controllability to Network Recovery.
Review in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
Abstract
Connected and automated vehicles (CAVs) are emerging as mobile sensing and actuation resources in mixed traffic, but their contribution to urban road-network resilience depends on more than nominal penetration. This structured critical review examines how local CAV sensing and control can be translated into effective controllability and measurable recovery across vehicle, intersection, corridor, and network scales. An auditable pre-submission update retrieved 1601 raw records from the Web of Science Core Collection, ScienceDirect, and IEEE Xplore and yielded 1476 unique auditable candidates after deduplication. This update identified 66 incremental relevant records, which were combined with the earlier 202-study evidence pool to form a 268-record corpus for the final synthesis. The final corpus was organized into core, bridging, and background/methodological evidence and synthesized using an eight-dimensional evidence framework. The synthesis shows that effective controllability depends on CAV spatial availability, platoon organization, HDV response, communication quality, and computation latency. Signal-vehicle coordination can jointly reshape right-of-way and arrival processes, yet most studies still emphasize nominal delay, energy, throughput, or safety rather than disruption-stage service retention and recovery. We therefore synthesize a cross-scale control architecture and a communication-aware control-quality contract linking traffic and V2X states, cooperation mode, safe fallback, and re-synchronization. Service retention, cumulative performance loss, and recovery time are recommended as resilience objectives, while the E0-E4 maturity ladder highlights the remaining gap between simulation performance and deployment-ready evidence.
Indexed as
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.