KKashefTelRADIO INTELLIGENCE
EVIDENCE & MEASUREMENT

Simulation gains.
Ready for the next test.

The question is not only whether an estimate is accurate. It is whether the resulting radio decisions improve useful communication.

ESTIMATE. ADAPT. VALIDATE.04 / 08 SCROLL TO EXPLORE ↓
CONTROLLED SIMULATION · SUPPLIED PROJECT RESULTS

A clearer signal.
A measurable difference.

The supplied before/after summary shows higher mean SINR and throughput, with lower mean latency and BLER. These are simulation results, not independently verified lab or field performance.

EXPLORE THE RESULTSClick any metric to switch its view
SINR+12.22dB mean gain

5.77 → 17.99 dB

THROUGHPUT+106.34% mean increase

96.00 → 198.08 Mbps

LATENCY−93.61% mean reduction

151.99 → 9.72 ms

BLER−86.72% mean reduction

45.59% → 6.05%

SINR

Mean · dB

Before
5.77
After
17.99

Throughput

Mean · Mbps

Before
96.00
After
198.08

Latency

Mean · ms

Before
151.99
After
9.72

BLER

Mean · %

Before
45.59
After
6.05

Each metric uses its own scale. SINR bars show reported dB means; relative improvement is not inferred from bar length.

All six KPIs. Full context.

Inspect means, medians and ranges, or download the original summary for technical review.

Download KPI summary (CSV) ↓
Complete before/after summary · supplied precision preserved
KPIUnitMean (Before)Mean (After)Δ MeanImprovement % (supplied)Median (Before)Median (After)Min (Before)Min (After)Max (Before)Max (After)
SINRdB5.772117.987612.2155211.62963.689316.9341-7.9954-0.6143129.0681145.1075
ThroughputMbps95.9974198.0841102.0867106.343224.348593.04242.974312.62192401.02772699.4051
Latencyms151.98689.7195-142.267393.60509.43739.00009.00009.00001008.000085.4944
BLERratio0.45590.0605-0.395386.71810.30430.00000.00000.00000.99900.9871
DiversitydB11.792724.008212.2155103.58509.709922.9547-1.97485.4063135.0887151.1281
Multiplexingrank1.75781.84960.09185.22221.00001.00001.00001.00004.00004.0000
HOW TO READ THESE RESULTS

Promising gains.
Clearly defined boundaries.

  • SINR & diversity: headline gains are expressed as +12.2155 dB. The supplied percentage changes of dB values are retained in the downloadable data for traceability, not used as linear power gains or coverage claims.
  • Latency: the supplied table labels this metric “Latency.” The project kickoff deck identifies this as modeled latency in the simulation pipeline; it is not a measured end-to-end application delay.
  • BLER: values are ratios. The mean changes from 0.4559 to 0.0605 (45.59% to 6.05%). A BLER reduction alone does not establish the same percentage reduction in retransmissions or energy consumption.
  • Precision: headline relative changes follow the supplied improvement column. Small discrepancies with recalculation from displayed means may reflect rounding. The supplied BLER Δ mean is −0.3953; subtracting the displayed means gives −0.3954.
  • Distribution: averages do not describe every link. The supplied maxima of 129.0681 / 145.1075 dB SINR and 135.0887 / 151.1281 dB diversity warrant a model and outlier review before engineering conclusions are drawn.
VALIDATION CONTEXT

What the next report needs.

The project kickoff deck describes six base stations, 1,024 user locations on a 32 × 32 grid, 3.5 GHz / 20 MHz, 2 dB Gaussian measurement uncertainty, a three-layer CNN, rank 1–4 adaptation and an eight-element ULA. Repeated-run counts, uncertainty and inference overhead still need documentation. Source: KashefTel project kickoff presentation supplied by the project.

Reliability hypothesis

Lower simulated BLER motivates testing retransmissions and delivery reliability in matched radio conditions.

Capacity hypothesis

Higher mean throughput motivates testing useful goodput under realistic load. It does not establish doubled cell capacity.

Business hypothesis

Coverage, site count, battery life, CAPEX and customer revenue need separate models or measurements. They are not quantified by this table.

Explore the validation pathway ↗
START WITH YOUR NETWORK

What could a clearer
radio picture change for you?

Discuss a pilot ↗
5G IN EVERYDAY MOTION

Better connections.
More possibilities.

Application scenarios for evaluation. Simulation results do not establish performance in these environments.

GAMING / AR / VR

Every moment should feel immediate.

Explore the balance of useful throughput, delivery consistency and latency for interactive experiences.

Responsiveness · User experienceExplore a pilot ↗
SMART FACTORY

Reliability keeps production moving.

Evaluate wireless delivery for mobile robots and industrial devices as machinery and obstructions change the radio environment.

Reliability · RetransmissionsExplore a pilot ↗