Differentiable Ray Tracing-Based Analysis of Transmitter Deployment Strategies in Site-Specific Scenarios

Önem Yıldız

Makale detayları

Differentiable Ray Tracing-Based Analysis of Transmitter Deployment Strategies in Site-Specific Scenarios

Yazarlar:

Önem Yıldız

Yayıncı:

Karyay Karadeniz Yayımcılık

Ana Başlıklar:

Kablosuz Haberleşme Sistemleri ve Teknolojileri (Mikro Dalga ve Milimetrik Dalga dahil)

Dergi:

Black Sea Journal of Engineering and Science Vol.8 Issue 5, pp.1320-1327

Belge Tipi:

Makale

Yayın Tarihi:

9/2025

Belge Dili:

İngilizce

Document ID (Org No.):

2001354548

pISSN:

2619-8991

Anahtar kelimeler:

Özet:

 Accurate modeling of wireless signal propagation in complex environments is essential for the efficient planning of next-generation communication networks. This study investigates the impact of transmitter placement and elevation on signal coverage and interference levels within a structured campus environment. Using Sionna ray tracing, a differentiable and GPU-accelerated ray tracing framework, realistic 3D models of the Aydin Adnan Menderes University main campus were constructed and simulated. Three transmitter deployment scenariosdistributed, centralized, and optimizedwere evaluated in terms of path gain, Received Signal Strength RSS, and Signal-to-Interference-plus-Noise Ratio SINR. The simulation results reveal how different spatial configurations influence signal propagation, coverage uniformity, and interference. The findings provide valuable insights into strategic transmitter placement for enhanced network performance in real-world deployments.

 Accurate modeling of wireless signal propagation in complex environments is essential for the efficient planning of next-generation communication networks. This study investigates the impact of transmitter placement and elevation on signal coverage and interference levels within a structured campus environment. Using Sionna ray tracing, a differentiable and GPU-accelerated ray tracing framework, realistic 3D models of the Aydin Adnan Menderes University main campus were constructed and simulated. Three transmitter deployment scenariosdistributed, centralized, and optimizedwere evaluated in terms of path gain, Received Signal Strength RSS, and Signal-to-Interference-plus-Noise Ratio SINR. The simulation results reveal how different spatial configurations influence signal propagation, coverage uniformity, and interference. The findings provide valuable insights into strategic transmitter placement for enhanced network performance in real-world deployments.

 Accurate modeling of wireless signal propagation in complex environments is essential for the efficient planning of next-generation communication networks. This study investigates the impact of transmitter placement and elevation on signal coverage and interference levels within a structured campus environment. Using Sionna ray tracing, a differentiable and GPU-accelerated ray tracing framework, realistic 3D models of the Aydin Adnan Menderes University main campus were constructed and simulated. Three transmitter deployment scenariosdistributed, centralized, and optimizedwere evaluated in terms of path gain, Received Signal Strength RSS, and Signal-to-Interference-plus-Noise Ratio SINR. The simulation results reveal how different spatial configurations influence signal propagation, coverage uniformity, and interference. The findings provide valuable insights into strategic transmitter placement for enhanced network performance in real-world deployments.

 Accurate modeling of wireless signal propagation in complex environments is essential for the efficient planning of next-generation communication networks. This study investigates the impact of transmitter placement and elevation on signal coverage and interference levels within a structured campus environment. Using Sionna ray tracing, a differentiable and GPU-accelerated ray tracing framework, realistic 3D models of the Aydin Adnan Menderes University main campus were constructed and simulated. Three transmitter deployment scenariosdistributed, centralized, and optimizedwere evaluated in terms of path gain, Received Signal Strength RSS, and Signal-to-Interference-plus-Noise Ratio SINR. The simulation results reveal how different spatial configurations influence signal propagation, coverage uniformity, and interference. The findings provide valuable insights into strategic transmitter placement for enhanced network performance in real-world deployments.

Makale detayları

Differentiable Ray Tracing-Based Analysis of Transmitter Deployment Strategies in Site-Specific Scenarios

Yazarlar:

Önem Yıldız

Yayıncı:

Karyay Karadeniz Yayımcılık

Ana Başlıklar:

Kablosuz Haberleşme Sistemleri ve Teknolojileri (Mikro Dalga ve Milimetrik Dalga dahil)

Dergi:

Black Sea Journal of Engineering and Science Vol.8 Issue 5, pp.1320-1327

Belge Tipi:

Makale

Yayın Tarihi:

9/2025

Belge Dili:

İngilizce

Document ID (Org No.):

2001354548

pISSN:

2619-8991

Ray tracing

Wireless propagation

Path gain

SINR

RSS

SionnaRay tracing

Wireless propagation

Path gain

SINR

RSS

Sionna

Sayı

Makale detayları

Yazarlar: Önem Yıldız

Yayıncı: Karyay Karadeniz Yayımcılık

Ana Başlıklar: Kablosuz Haberleşme Sistemleri ve Teknolojileri (Mikro Dalga ve Milimetrik Dalga dahil)

Dergi: Black Sea Journal of Engineering and Science Vol.8 Issue 5, pp.1320-1327

Belge Tipi: Makale

Yayın Tarihi: 9/2025

Belge Dili: İngilizce

Document ID (Org No.): 2001354548

pISSN: 2619-8991

Sayı

Yazarlar:

Önem Yıldız

Yayıncı:

Karyay Karadeniz Yayımcılık

Ana Başlıklar:

Kablosuz Haberleşme Sistemleri ve Teknolojileri (Mikro Dalga ve Milimetrik Dalga dahil)

Dergi:

Black Sea Journal of Engineering and Science Vol.8 Issue 5, pp.1320-1327

Belge Tipi:

Makale

Yayın Tarihi:

9/2025

Belge Dili:

İngilizce

Document ID (Org No.):

2001354548

pISSN:

2619-8991