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D2Dミリ波通信におけるディープラーニングベースの予測による中断の確率とエネルギー消費の最小化
1School of Electronics Engineering, Vellore Institute of Technology, Vellore, Tamil Nadu, 632014, India.
Scientific reports
|February 13, 2026
まとめ
この研究は,デバイス対デバイス (D2D) のミリ波通信における中断の確率とエネルギー使用量を減らすためにディープラーニングモデルを導入しています. 新しいFEHO+DSNNアプローチは,ネットワークの強度と効率を高めます.
科学分野:
- ワイヤレス通信 ワイヤレス通信
- ディープラーニング (Deep Learning) とは,ディープラーニング (Deep Learning) を意味する.
- オプティマイゼーション テクニック
背景:
- デバイス対デバイス (D2D) 通信は,情報交換に不可欠であり,ミリ波 (mmWave) 統合は,複雑なワイヤレスチャネルのために信頼性の課題を提起しています.
- 中断の確率とエネルギー消費は,D2D mmWaveネットワークの性能とカバーの強さを評価するための重要な指標です.
研究 の 目的:
- D2D mmWaveシステムにおける中断の確率とエネルギー消費を最小限に抑えるための最適化対応のディープラーニング (DL) モデルを導入する.
- D2D mmWave通信ネットワークの強度と効率を高めるために.
主な方法:
- 模擬D2Dミリ波通信は,一貫した単一クラスタ近似と非一貫した下限カバー確率メカニズムを考慮します.
- 停電の可能性を最小限に抑えるために,FEHO (Flamingo Elk Herd Optimization) を採用しています.
- ディープ・スパイキング・ニューラル・ネットワーク (DSNN) を利用して,共同のエネルギー消費とカバーの可能性を最小限に抑えるための最適な値を考案しました.
主要な成果:
- 提案されたFEHO+DSNNモデルは,既存の技術と比較して優れたパフォーマンスを示しました.
- 平均送信力は39.056dBmで,中断確率は0.0015.5だった.
- 停電の確率とエネルギー消費を最小限に抑えることに成功した.
結論:
- 開発された最適化機能付きDLモデルは,D2Dミリ波通信における中断の確率とエネルギー消費を効果的に削減します.
- FEHO+DSNNのアプローチは,次世代のワイヤレスネットワークの信頼性と効率を高めるための有望なソリューションを提供します.
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