engineering2 papersavg year 2026quality 4/5

scenarios varying algorithm numbers paths

Research gap analysis derived from 2 engineering papers in our local library.

The gap

The paper focuses only on multipath scenarios with 10 paths; the performance of the enhanced Kalman algorithm under other channel conditions and varying numbers of multipath components is not investigated.; The simulations were carried out only with a fixed number of paths = 10 and 1000 iterations; evaluation with varying numbers of paths and iteration counts across different scenarios is not explored.; The scalability of the enhanced Kalman algorithm to systems with more than 4 users is not...

Research trend

Emerging — attention growing, methods still coalescing.

Supporting evidence — 4 representative gaps

  • Improving the Spectral Efficiency of Multiuser Multiple Antenna Millimeter Wave System Using Enhanced Kalman-Based Hybrid Precoder (2026) · doi

    The simulations were carried out only with a fixed number of paths = 10 and 1000 iterations; evaluation with varying numbers of paths and iteration counts across different scenarios is not explored.

    Keywords: paths simulations carried fixed number iterations evaluation varying numbers iteration counts across different scenarios explored
  • Improving the Spectral Efficiency of Multiuser Multiple Antenna Millimeter Wave System Using Enhanced Kalman-Based Hybrid Precoder (2026) · doi

    The paper focuses only on multipath scenarios with 10 paths; the performance of the enhanced Kalman algorithm under other channel conditions and varying numbers of multipath components is not investigated.

    Keywords: multipath focuses scenarios paths performance enhanced kalman algorithm channel conditions varying numbers components investigated
  • Improving the Spectral Efficiency of Multiuser Multiple Antenna Millimeter Wave System Using Enhanced Kalman-Based Hybrid Precoder (2026) · doi

    The scalability of the enhanced Kalman algorithm to systems with more than 4 users is not explored, limiting understanding of its performance in larger multiuser scenarios.

    Keywords: scalability enhanced kalman algorithm systems users explored limiting understanding performance larger multiuser scenarios
  • Fading Noise Reduction in Distributed Acoustic Sensing With Singular Value Decomposition-Nonlocal Means Filtering (2026) · doi

    The paper does not discuss the algorithm's performance under varying noise levels or different types of fading noise beyond the tested scenarios.

    Keywords: noise discuss algorithm performance varying levels different types fading beyond tested scenarios

Working on this gap? Publish with us.

Science AI Journal reviews manuscripts in under 15 minutes with 8 specialised AI reviewers calibrated on 23,000+ real peer reviews. Open access, CC BY 4.0.

Related gaps in engineering

Command palette

Jump anywhere, run any action.