Paper Citation Record · LEDGER

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model

As of 18 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2509.02869.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.02869 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:28:34.854160Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy27
unresolved2
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0ce63497-6ed5-4798-942d-81340ada9b4d · outbound

This paper cites Wireless sensor networks: a survey,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Wireless sensor networks: a survey,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:42.242217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b1191e51-121b-4c59-adb6-2a112f6b92bd · outbound

This paper cites The comprehensive gateway model for diverse environmental monitoring upon wireless sensor network,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model The comprehensive gateway model for diverse environmental monitoring upon wireless sensor network,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:42.016483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1f4299ff-fb6f-4cea-9c1c-3c836529c634 · outbound

This paper cites A military surveillance system based on wireless sensor networks with extended coverage life,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model A military surveillance system based on wireless sensor networks with extended coverage life,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:41.789386Z

Source-reported events for the cited work

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Observation 952248c1-3f35-4ab3-a8a5-2557ecbb57f3 · outbound

This paper cites A survey on clustering algorithms for wireless sensor networks,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model A survey on clustering algorithms for wireless sensor networks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:41.561120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e4a18ec5-228d-45eb-a576-c1303d915e7c · outbound

This paper cites Sensor deployment and target localization based on virtual forces,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Sensor deployment and target localization based on virtual forces,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:41.245654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c297958a-0831-4201-a3c8-861eba4d4d7f · outbound

This paper cites Obstacle detection and estimation in wire- less sensor networks,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Obstacle detection and estimation in wire- less sensor networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:41.037190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 511237c7-535e-4c77-b872-eb4c6d6602dd · outbound

This paper cites Coverage protocols for wireless sensor networks: Review and future directions,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Coverage protocols for wireless sensor networks: Review and future directions,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:40.735169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8c701e99-1262-481c-9ac9-e1261e95117e · outbound

This paper cites Distributed deployment algorithms for coverage improvement in a network of wireless mobile sensors: Relocation by virtual force,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Distributed deployment algorithms for coverage improvement in a network of wireless mobile sensors: Relocation by virtual force,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:40.495231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c4b0c181-2bf4-4aba-bbe1-9871a727a585 · outbound

This paper cites Coverage control for mobile sensing networks,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Coverage control for mobile sensing networks,

Reference 9

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Source-reported events for the cited work

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Observation c404c82d-9995-4a0a-a249-cd924dfd5964 · outbound

This paper cites A distributed strategy to maximize coverage in a heterogeneous sensor network in the presence of obstacles,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model A distributed strategy to maximize coverage in a heterogeneous sensor network in the presence of obstacles,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:40.236336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 999cf6d0-b05f-4fbf-8979-e2a9b708b4cf · outbound

This paper cites Distributed coordination of a network of nonidentical agents with limited commu- nication capabilities in the presence of fixed obstacles,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Distributed coordination of a network of nonidentical agents with limited commu- nication capabilities in the presence of fixed obstacles,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:39.978275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 387daf2f-1f33-4e8a-ad67-4e04bb9319c0 · outbound

This paper cites A gradient-based coverage optimization strategy for mobile sensor networks,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model A gradient-based coverage optimization strategy for mobile sensor networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:39.708320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5d01323a-1c8d-44f0-b607-79687de976c4 · outbound

This paper cites Using occupancy grids for mobile robot perception and navigation,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Using occupancy grids for mobile robot perception and navigation,

Reference 13

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Source-reported events for the cited work

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Observation 1667114c-809c-4ee6-a91a-7ee1c247410d · outbound

This paper cites A probabilistic coverage protocol for wireless sensor networks,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model A probabilistic coverage protocol for wireless sensor networks,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:39.454394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5fa4f590-b6db-4dde-be79-a627961a124f · outbound

This paper cites Coordinated locomo- tion and monitoring using autonomous mobile sensor nodes,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Coordinated locomo- tion and monitoring using autonomous mobile sensor nodes,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:39.116861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eda1665e-96fb-4709-a15c-8256db725747 · outbound

This paper cites Okabe, B.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Okabe, B

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:38.817238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5123faa3-2036-4a08-bccd-1af36376d843 · outbound

This paper cites Sensor placement for effective cov- erage and surveillance in distributed sensor networks,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Sensor placement for effective cov- erage and surveillance in distributed sensor networks,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:38.521551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation aa72927f-140a-483c-90a6-030431f4ed8f · outbound

This paper cites Distributed deployment algorithms for improved cov- erage in a network of wireless mobile sensors,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Distributed deployment algorithms for improved cov- erage in a network of wireless mobile sensors,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:38.276455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 03776ffd-e857-4dca-ae10-0bade0e8180d · outbound

This paper cites Energy efficient coverage control in wireless sensor networks based on multi-objective genetic algorithm,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Energy efficient coverage control in wireless sensor networks based on multi-objective genetic algorithm,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:38.002971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3c03fc08-28c1-4bf0-ad0a-a3970c2a6dce · outbound

This paper cites Collaborative allocation and optimization of path planning for static and mobile sensors in hybrid sensor networks for environment monitoring and anomaly search,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Collaborative allocation and optimization of path planning for static and mobile sensors in hybrid sensor networks for environment monitoring and anomaly search,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:37.747944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 64c47e5a-fb1f-46fe-8204-b09c806f8434 · outbound

This paper cites Relocation of mobile wireless sensors in the presence of obstacles,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Relocation of mobile wireless sensors in the presence of obstacles,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:37.510437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 215e2a2c-52dc-42ed-8a34-e446f866493f · outbound

This paper cites A distributed deterministic annealing algorithm for limited-range sensor coverage,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model A distributed deterministic annealing algorithm for limited-range sensor coverage,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:37.185766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 80877755-0b2d-4ff1-8ec4-225b82ac4844 · outbound

This paper cites A comprehensive review on techniques and challenges of energy harvesting from distributed renewable energy sources for wireless sensor networks,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model A comprehensive review on techniques and challenges of energy harvesting from distributed renewable energy sources for wireless sensor networks,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:36.867984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 157cb03c-de74-4901-b020-bffa886a6a94 · outbound

This paper cites Deep rein- forcement learning for UA V-based SDWSN data collection,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Deep rein- forcement learning for UA V-based SDWSN data collection,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:36.516896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7cfc9b87-ee04-43cb-a46b-2f59c2b4e5c2 · outbound

This paper cites A distributed reinforcement learning strategy to maximize coverage in a hybrid heterogeneous sensor network,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model A distributed reinforcement learning strategy to maximize coverage in a hybrid heterogeneous sensor network,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:36.205317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 38e604f1-d4c4-47ca-a9fb-9d4245347dbc · outbound

This paper cites Single and multi-agent deep reinforcement learning for ai-enabled wireless networks: A tutorial,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Single and multi-agent deep reinforcement learning for ai-enabled wireless networks: A tutorial,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:35.961804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1b28bf57-318e-4f65-939e-f5fe45e76f22 · outbound

This paper cites Energy-efficient cluster-based routing protocol for heterogeneous wireless sensor net- work,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Energy-efficient cluster-based routing protocol for heterogeneous wireless sensor net- work,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:35.693488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation abdf999d-e533-4861-b3e9-cd95c8ab8cb0 · outbound

This paper cites Coverage problems in sensor networks: A survey,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Coverage problems in sensor networks: A survey,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:35.423005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 640b9eb5-783e-4bd8-8bcc-4e812f42cd32 · outbound

This paper cites Derivatives of probability functions and some applica- tions,.

A Distributed Gradient-Based Deployment Strategy for a Network of Sensors with a Probabilistic Sensing Model Derivatives of probability functions and some applica- tions,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:28:35.119979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.