Optimized Line-of-Sight Assessment Algorithm for 5G mmW Network Design using LiDAR Information

Soosahabi, Reza; Bayoumi, Magdy

doi:10.5220/0010548100170024

“…where the z n is the maximum elevation observed among the LiDAR points mapped to the partition according (15).…”

Section: Proposed Los Assessment Algorithmmentioning

confidence: 99%

“…Section IV details the geometric properties of the proposed BLP DEM projection and its application in LoS assessment. Section V presents the proposed LOS computation algorithm (also presented in [15]), followed by numerical results and conclusion, respectively, in Sections VI and VII.…”

Section: Introductionmentioning

confidence: 99%

A Novel LOS Assessment for 5G/6G Radio Network Planning Using LiDAR Point Cloud

Soosahabi¹,

Bayoumi²

2022

Preprint

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Starting with 5G-NR standard and moving towards 6G, the mmW communication technology (in 6−300 GHz frequency range) fulfills the demand for high throughput in various parts of a radio access network. The weak propagation characteristics of mmW signals compel a more meticulous radio network planning, even in the initial phases. Previously used in backhaul networks, the quality of mmW radio links significantly relies on the Line- of-Sight (LOS) signal paths between the communicating radios. LiDAR point cloud is a popular source of high-resolution aerial survey data suitable for accurate LOS assessments. In this work we consider a comprehensive LOS assessment problem incorporating the radio mounting height, a key practical consideration in planning cellular networks. Then we proposed a method empowered by a novel topologically-sorted polar digital elevation model (DEM) and a new query-based algorithm to execute large-scale LOS assessments more efficiently and accurately than the existing methods. The post deployment measurement reports indicate that using the proposed DEM leads to 50% reduction in the prediction errors compared to the other common methods. The proposed method is designed to process LOS assessment queries in constant-time, O(1), and achieves O(log N) speed-up over a widely known visibility algorithm when performing LOS assessments for the entire planning area (viewshed). The numerical results from our software implementation also confirm significant reduction in the viewshed computation time.

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“…Section IV details the geometric properties of the proposed BLP DEM projection and its application in LoS assessment. Section V is designated to mathematical details of the proposed LOS computation algorithm (also presented in [14]) and culminated by numerical results and conclusion, respectively in Sections VI and VII.…”

Section: Introductionmentioning

confidence: 99%

A Novel LOS Assessment for 5G/6G Radio Network Planning Using LiDAR Point Cloud

Soosahabi¹,

Bayoumi²

2022

Preprint

Self Cite

0

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Starting with 5G-NR standard and moving towards 6G, the mmW communications technology (in 6 − 300 GHz frequency range) fulfills the demand for high throughput in various parts of the radio access network. The fragile propagation characteristics of mmW signals compels a more meticulous radio network planning, even in the initial phases. Previously used in backhaul networks, the quality of mmW radio links significantly relies on the Line-of-Sight (LOS) signal paths between the communicating radios. LiDAR point cloud is a popular source of high-resolution aerial survey data suitable for accurate LOS assessments. In this work, we consider a comprehensive LOS assessment problem incorporating the radio mounting height, a key practical consideration in planning cellular networks. Then we proposed a method empowered by a novel topologically-sorted polar digital elevation model (DEM) and a new query-based algorithm to execute large-scale LOS assessments more efficiently and accurately than the stat-of-the-art methods. The post-deployment measurement reports indicate that using the proposed DEM leads to 50% reduction in the prediction errors compared to the other common methods. The proposed method is designed to process LOS assessment queries in constant-time, O(1), and achieves O(log N) speed-up over the known visibility algorithms when performing LOS assessments for the entire planning area (viewshed). The numerical results from our software implementation also confirm significant reduction in the viewshed computation time.

show abstract

A Novel LOS Assessment for 5G/6G Radio Network Planning Using LiDAR Point Cloud

Soosahabi¹,

Bayoumi²

2022

Preprint

Self Cite

0

View full text Add to dashboard Cite

Starting with 5G-NR standard and moving towards 6G, the mmW communications technology (in 6 − 300 GHz frequency range) fulfills the demand for high throughput in various parts of the radio access network. The fragile propagation characteristics of mmW signals compels a more meticulous radio network planning, even in the initial phases. Previously used in backhaul networks, the quality of mmW radio links significantly relies on the Line-of-Sight (LOS) signal paths between the communicating radios. LiDAR point cloud is a popular source of high-resolution aerial survey data suitable for accurate LOS assessments. In this work, we consider a comprehensive LOS assessment problem incorporating the radio mounting height, a key practical consideration in planning cellular networks. Then we proposed a method empowered by a novel topologically-sorted polar digital elevation model (DEM) and a new query-based algorithm to execute large-scale LOS assessments more efficiently and accurately than the stat-of-the-art methods. The post-deployment measurement reports indicate that using the proposed DEM leads to 50% reduction in the prediction errors compared to the other common methods. The proposed method is designed to process LOS assessment queries in constant-time, O(1), and achieves O(log N) speed-up over the known visibility algorithms when performing LOS assessments for the entire planning area (viewshed). The numerical results from our software implementation also confirm significant reduction in the viewshed computation time.

show abstract

Optimized Line-of-Sight Assessment Algorithm for 5G mmW Network Design using LiDAR Information

Cited by 3 publications

References 0 publications

A Novel LOS Assessment for 5G/6G Radio Network Planning Using LiDAR Point Cloud

A Novel LOS Assessment for 5G/6G Radio Network Planning Using LiDAR Point Cloud

A Novel LOS Assessment for 5G/6G Radio Network Planning Using LiDAR Point Cloud

A Novel LOS Assessment for 5G/6G Radio Network Planning Using LiDAR Point Cloud

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