Double-directional 8×8 MIMO channel measurements in urban outdoor environments at 4.850 GHz, collected in Yokohama City, Japan. Supports 5G/6G channel modeling, beamforming research, and propagation analysis.
This dataset was collected by the Radio Signal Processing Laboratory at Niigata University as part of drive measurement campaigns in urban macro-cell (UMa) and micro-cell (UMi) environments in Yokohama City, Japan. Four routes (R3, R4, R5, R6) were driven across three distinct areas: Yuraku, NTTCom, and World Porters (WP).
Each drive covers 3,000 measurement points (sample period: 0.512 s) with co-located 360° panoramic photos (every 10 s, ~150 pcs per route). Valid samples are selected based on vehicle motion, TX field-of-view, and power threshold criteria.
| Frequency | 4.850 GHz |
|---|---|
| Measurement Type | Double-directional channel measurement |
| TX Antenna | 8-Element Uniform Linear Array (ULA) |
| RX Antenna | 8-Element Uniform Circular Array (UCA) |
| Sample Period | 0.512 s · 3,000 pts / route |
| Panorama Photos | Every 10 s · ~150 pcs / route |
| Environments | Urban macro-cell (UMa), Urban micro-cell (UMi) |
| Location | Yokohama City, Japan |
| Channel Sounder | MIMO Channel Sounder |
Channel measurements were performed using a custom-built 8×8 full-array MIMO channel sounder capable of simultaneous dual-band operation at 2.4 GHz and 4.8 GHz. The system was designed for drive measurements (mobile receiver mounted on a vehicle), enabling large-scale data collection across urban environments.
| Parameter | Value |
|---|---|
| Carrier Frequency | 2.462 / 4.850 GHz |
| Signal Bandwidth | 40 / 100 MHz |
| Delay Resolution | 25 / 10 ns |
| Sounding Signal | Multitone (N = 200 / 510) |
| FFT Points | 4,096 |
| Sampling Rate | 800 MSa/s |
| Delay Span | 5.12 μs |
| TX Power | ~23 dBm / antenna |
| BS Antenna | 8-element ULA (6.5 dBi, 75° HPBW) |
| MS Antenna | 8-element UCA (4.0 dBi, 90° HPBW) |
The 8×8 MIMO channel matrix is sounded using a hybrid FDM+STDM (Frequency Division Multiplexing + Space-Time Division Multiplexing) scheme [Kim et al., 2012]. Within each 4-antenna unit, the four TX signals occupy different sub-bands (FDM). The two 4-element units are then switched sequentially via STDM with orthonormal beamforming weights, completing a full 8×8 channel measurement in a single 100 μs symbol duration — fast enough for continuous drive measurement.
FDM+STDM hybrid multiplexing: two TX units (Utx1/Utx2) are switched via TDM with orthonormal beamforming weights, each carrying 4 FDM sub-channels. One full frame measures the complete 8×8 MIMO channel.
A back-to-back (B2B) calibration procedure is applied to eliminate the frequency-dependent transfer characteristics of the TX and RX hardware chains. The calibration response — measured by connecting TX and RX directly — is divided out of each measured transfer function, yielding calibrated channel frequency responses.
TX and RX racks of the 8×8 MIMO channel sounder with 8-element UCA and ULA array antennas for 2.4 GHz and 4.8 GHz bands.
Panoramic view from the BS rooftop installation (Yokohama city). The 8-element ULA antenna was mounted at building heights of 33–34 m (UMa) and 3 m (UMi).
| Scenario | Area / BS Location | BS Antenna | BS Height | Direction | Routes |
|---|---|---|---|---|---|
| Urban Macro UMa |
Kanai Area Yokohama Daiichi Yuraku Bldg. |
8-elem ULA | 33 m | N | R3 |
| China Town NTTCom Yokohama Yamashita Bldg. |
8-elem ULA | 34 m | SE | R4R5 | |
| Urban Micro UMi |
Streets Yokohama World Porters |
8-elem UCA | 3 m | — | R6 |
BS Antenna
MS Antenna
| Location | Kanai Area, Yokohama |
|---|---|
| BS Building | Yokohama Daiichi Yuraku Bldg. |
| BS Antenna | 8-elem ULA |
| BS Height | 33 m |
| BS Direction | North (N) |
| Routes | R3 |
| Valid Samples | 915 (R3, 4.85 GHz) |
BS Antenna
MS Antenna
| Location | China Town, Yokohama |
|---|---|
| BS Building | NTTCom Yokohama Yamashita Bldg. |
| BS Antenna | 8-elem ULA |
| BS Height | 34 m |
| BS Direction | South-East (SE) |
| Routes | R4, R5 |
| Valid Samples | 634 (R4) + 102 (R5) |
BS Antenna
MS Antenna
| Location | Yokohama World Porters |
|---|---|
| BS Placement | Street-level |
| BS Antenna | 8-elem UCA |
| BS Height | 3 m |
| Routes | R6 |
| Valid Samples | 1,735 (R6, 4.85 GHz) |
Sample visualizations of the measurement campaigns.
Route map of Large Scale Parameters (PL, DS, ASA, ASD) at 4.850 GHz.
PL

DS

ASA

ASD

R3 – Yuraku (Urban Macro, Area 1) · 915 valid samples
PL

DS

ASA

ASD

R4 – NTTCom (Urban Macro, Area 2) · 634 valid samples
PL

DS

ASA

ASD

R6 – WP / World Porters (Urban Micro, Area 3) · 1,735 valid samples
| Route | Area | Scenario | Meas. Points (LoS/NLoS) | Valid Points (LoS/NLoS) | Photos |
|---|---|---|---|---|---|
| R3 | Yuraku (Area 1) | UMa | 137 / 2,863 | 69 / 846 | 41 |
| R4 | NTTCom (Area 2) | UMa | 243 / 2,757 | 182 / 452 | 25 |
| R5 | NTTCom (Area 2) | UMa | — | — / 102 | 6 |
| R6 | WP (Area 3) | UMi | 1,419 / 1,581 | 827 / 908 | 15 |
| Total | 3,386 | 87 | |||
Measured channel statistics at 4.85 GHz. CI = Close-In model, FI = Floating-Intercept model. n: PLE, σ: shadow fading std. dev. (dB).
| Route | Scenario | State | CI Model | FI Model | |||
|---|---|---|---|---|---|---|---|
| n | σ | α | β | σ | |||
| Area1 | UMa | LoS | 2.31 | 3.70 | 1.98 | 52.59 | 3.67 |
| NLoS | 2.89 | 4.50 | 2.91 | 45.45 | 4.50 | ||
| Area2 | UMa | LoS | 1.94 | 2.73 | 1.82 | 48.93 | 2.72 |
| NLoS | 2.90 | 3.74 | 1.21 | 90.13 | 3.38 | ||
| Area3 | UMi | LoS | 2.04 | 4.41 | 2.55 | 35.26 | 4.10 |
| NLoS | 2.68 | 7.32 | 4.61 | -1.01 | 6.66 | ||
Mean μ and std. dev. σ of log₁₀ values. 3GPP values from TR 38.901.
| Parameter | Area1 (UMa) | Area2 (UMa) | 3GPP UMa | Area3 (UMi) | 3GPP UMi | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LoS | NLoS | LoS | NLoS | LoS | NLoS | LoS | NLoS | LoS | NLoS | ||
| RMS DS log₁₀(DS/1s) |
μ | −6.993 | −6.882 | −6.995 | −6.944 | −6.958 | −7.002 | −6.934 | −6.811 | −6.481 | −6.633 |
| σ | 0.18 | 0.28 | 0.35 | 0.31 | 0.66 | 0.70 | 0.28 | 0.33 | 0.39 | 0.32 | |
| RMS ASD log₁₀(ASD/1°) |
μ | 1.410 | 0.548 | 0.656 | −0.345 | 1.079 | 1.485 | 1.765 | 1.616 | 1.281 | 1.251 |
| σ | 0.04 | 3.82 | 3.69 | 5.26 | 0.30 | 0.45 | 0.13 | 1.25 | 0.23 | 0.34 | |
| RMS ASA log₁₀(ASA/1°) |
μ | 1.649 | 0.812 | 0.852 | −0.084 | 1.810 | 2.030 | 1.554 | 1.467 | 1.221 | 1.421 |
| σ | 0.16 | 3.89 | 3.74 | 5.36 | 0.20 | 0.31 | 0.14 | 1.24 | 0.16 | 0.26 | |
| K-factor (dB) | μ | −0.82 | — | 2.51 | — | 9.00 | — | 0.69 | — | 9.00 | — |
| σ | 2.72 | — | 3.00 | — | 3.50 | — | 3.01 | — | 5.00 | — | |
Drive measurement video clips at 4.850 GHz. Each clip shows the measurement route with real-time channel data overlay.
R3 – Yuraku (Urban Macro, Area 1) · 4.850 GHz · 915 valid samples
R4 – NTTCom (Urban Macro, Area 2) · 4.850 GHz · 634 valid samples
R5 – NTTCom (Urban Macro, Area 2) · 4.850 GHz · 102 valid samples
R6 – WP / World Porters (Urban Micro, Area 3) · 4.850 GHz · 1,735 valid samples
| File Name | Contents | Format | Size | |
|---|---|---|---|---|
R1_Yuraku_2.4GHz.zip |
Campaign R1 channel transfer functions | .mat | — MB | Requires registration |
R3_Yuraku_4.8GHz.zip |
Campaign R3 channel transfer functions | .mat | — MB | Requires registration |
R6_WP_4.8GHz.zip |
Campaign R6 channel transfer functions | .mat | — MB | Requires registration |
README.txt |
Data structure, field descriptions, MATLAB usage guide | .txt | — KB | Requires registration |
This dataset is freely available for academic and research purposes. Please complete the registration form below. The download link will be provided immediately after submission.
If you use this dataset in your research, please cite the following paper:
@article{tsukada2025millimeter,
author = {Tsukada, Hibiki and Suzuki, Naoya and
Bag, Banibrata and Takahashi, Riku and
Kim, Minseok},
title = {{Millimeter-Wave Urban Cellular Channel
Characterization and Recipe for
High-Precision Site-Specific Channel
Simulation}},
journal = {IEEE Transactions on Vehicular Technology},
volume = {74},
number = {3},
pages = {3598--3612},
year = {2025},
doi = {10.1109/TVT.2024.3492719}
}
@article{calist2025bridging,
author = {Calist, Inocent and Kim, Minseok},
title = {{Bridging FR1 to FR3: Urban Channel
Parameterization Anchored at 4.85 GHz
and Literature-Referenced Cross-Band
Trends}},
journal = {arXiv preprint},
year = {2025},
eprint = {2512.00707},
url = {https://arxiv.org/abs/2512.00707}
}
@article{zhang2026environment,
author = {Zhang, Xuejian and He, Ruisi and
Kim, Minseok and Calist, Inocent and
Yang, Mi and Qi, Ziyi},
title = {{Environment-Aware Channel Prediction
for Vehicular Communications: A
Multimodal Visual Feature Fusion
Framework}},
journal = {arXiv preprint},
year = {2026},
eprint = {2604.02396},
url = {https://arxiv.org/abs/2604.02396}
}
@article{kim2012novel,
author = {Kim, Minseok and Takada, Jun-ichi and
Konishi, Yasuyuki},
title = {{Novel Scalable MIMO Channel Sounding
Technique and Measurement Accuracy
Evaluation with Transceiver Impairments}},
journal = {IEEE Transactions on Instrumentation
and Measurement},
volume = {61},
number = {12},
pages = {3185--3197},
year = {2012},
doi = {10.1109/TIM.2012.2205492}
}
This dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.
For questions regarding the dataset or collaboration inquiries, please contact: