Edge devices (EDs) carry limited energy, but 6th generation mobile networks (6G) communication will consume more energy. The unmanned aerial vehicle (UAV)-aided wireless communication network can provide communication links to EDs without a signal. However, with the time-lag system, the EDs cannot dynamically adjust the emission energy because the dynamic UAV coordinates cannot be accurately acquired. In addition, the fixed emission energy makes the EDs have poor endurance. To address this challenge, in this paper, we propose a deep learning-based energy optimization algorithm (DEO) to dynamically adjust the emission energy of the ED so that the received energy of the mobile relay UAV is, as much as possible, equal to the sensitivity of the receiver. Specifically, the edge server provides the computing platform and uses deep learning (DL) to predict the location information of the relay UAV in dynamic scenarios. Then, the ED emission energy is adjusted according to the predicted position. It enables the ED to communicate reliably with the mobile relay UAV at minimum energy. We analyze the performance of a variety of predictive networks under different time-delay systems through experiments. The results show that the Weighted Mean Absolute Percentage Error (WMAPE) of this algorithm is 0.54%, 0.80% and 1.15% under the effect of a communication delay of 0.4 s, 0.6 s and 0.8 s, respectively.
[2]
Alsamhi SH, 2014, 2014 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), P1434, DOI 10.1109/ICACCI.2014.6968274
机构:
Beijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Beijing Univ Posts & Telecommun, Beijing Key Lab Network Syst Architecture & Conve, Beijing 100876, Peoples R ChinaBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Chen, Mingzhe
Mozaffari, Mohammad
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Polytech Inst & State Univ, Elect & Comp Engn Dept, Wireless VT, Blacksburg, VA 24061 USABeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Mozaffari, Mohammad
Saad, Walid
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Polytech Inst & State Univ, Elect & Comp Engn Dept, Wireless VT, Blacksburg, VA 24061 USA
Kyung Hee Univ, Dept Comp Sci & Engn, Yongin 02447, South KoreaBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Saad, Walid
Yin, Changchuan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Beijing Univ Posts & Telecommun, Beijing Key Lab Network Syst Architecture & Conve, Beijing 100876, Peoples R ChinaBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Yin, Changchuan
Debbah, Merouane
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris Saclay, Cent Supelec, Large Networks & Syst Grp, F-91192 Gif Sur Yvette, France
Huawei France Res & Dev, Math & Algorithm Sci Lab, Paris, FranceBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Debbah, Merouane
Hong, Choong Seon
论文数: 0引用数: 0
h-index: 0
机构:
Kyung Hee Univ, Dept Comp Sci & Engn, Yongin 02447, South KoreaBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
[2]
Alsamhi SH, 2014, 2014 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), P1434, DOI 10.1109/ICACCI.2014.6968274
机构:
Beijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Beijing Univ Posts & Telecommun, Beijing Key Lab Network Syst Architecture & Conve, Beijing 100876, Peoples R ChinaBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Chen, Mingzhe
Mozaffari, Mohammad
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Polytech Inst & State Univ, Elect & Comp Engn Dept, Wireless VT, Blacksburg, VA 24061 USABeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Mozaffari, Mohammad
Saad, Walid
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Polytech Inst & State Univ, Elect & Comp Engn Dept, Wireless VT, Blacksburg, VA 24061 USA
Kyung Hee Univ, Dept Comp Sci & Engn, Yongin 02447, South KoreaBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Saad, Walid
Yin, Changchuan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Beijing Univ Posts & Telecommun, Beijing Key Lab Network Syst Architecture & Conve, Beijing 100876, Peoples R ChinaBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Yin, Changchuan
Debbah, Merouane
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris Saclay, Cent Supelec, Large Networks & Syst Grp, F-91192 Gif Sur Yvette, France
Huawei France Res & Dev, Math & Algorithm Sci Lab, Paris, FranceBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China
Debbah, Merouane
Hong, Choong Seon
论文数: 0引用数: 0
h-index: 0
机构:
Kyung Hee Univ, Dept Comp Sci & Engn, Yongin 02447, South KoreaBeijing Univ Posts & Telecommun, Beijing Lab Adv Informat Network, Beijing 100876, Peoples R China