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Lightweight deep reinforcement learning for dynamic resource allocation in vehicular edge computing
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作者 Dapeng Wu Sijun Wu +4 位作者 Yaping Cui ailing zhong Tong Tang Ruyan Wang Xinqi Lin 《Digital Communications and Networks》 2025年第5期1530-1542,共13页
Vehicular Edge Computing(VEC)enhances the quality of user services by deploying wealth of resources near vehicles.However,due to highly dynamic and complex nature of vehicular networks,centralized decisionmaking for r... Vehicular Edge Computing(VEC)enhances the quality of user services by deploying wealth of resources near vehicles.However,due to highly dynamic and complex nature of vehicular networks,centralized decisionmaking for resource allocation proves inadequate within VECs.Conversely,allocating resources via distributed decision-making consumes vehicular resources.To improve the quality of user service,we formulate a problem of latency minimization,further subdividing this problem into two subproblems to be solved through distributed decision-making.To mitigate the resource consumption caused by distributed decision-making,we propose Reinforcement Learning(RL)algorithm based on sequential alternating multi-agent system mechanism,which effectively reduces the dimensionality of action space without losing the informational content of action,achieving network lightweighting.We discuss the rationality,generalizability,and inherent advantages of proposed mechanism.Simulation results indicate that our proposed mechanism outperforms traditional RL algorithms in terms of stability,generalizability,and adaptability to scenarios with invalid actions,all while achieving network lightweighting. 展开更多
关键词 Vehicular edge computing Resource allocation Reinforcement learning LIGHTWEIGHT
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Self-injection locked laser via a hollow-core fiber Fabry-Perot resonator
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作者 ZITONG FENG MENG DING +5 位作者 MATEJ KOMANEC STANISLAV ZVÁNOVEC ailing zhong FRANCESCO POLETTI GIUSEPPE MARRA RADAN SLAVÍK 《Photonics Research》 2025年第3期611-617,共7页
In a hollow-core fiber(HCF),light propagates through an air/vacuum core rather than a solid material,resulting in a low thermo-optic coefficient and ability to handle high powers.Here,we demonstrate a laser locked to ... In a hollow-core fiber(HCF),light propagates through an air/vacuum core rather than a solid material,resulting in a low thermo-optic coefficient and ability to handle high powers.Here,we demonstrate a laser locked to a hollow-core fiber reference,which thanks to the low HCF thermal sensitivity,shows long-term stability an order of magnitude better than compact commercially available low-noise lasers.The laser frequency variation within±600 kHz was measured over 50 h.The stability of our proof-of-concept laser is ensured via a strong selfinjection ratio of-15 dB,enabled by the high-power handling and low loss of the hollow-core fiber's resonator.Moreover,our results show appealing performance parameters,including a fractional frequency stability of4×10^(-13)at 1 s averaging time and a Lorentzian component of the linewidth of 0.2 Hz. 展开更多
关键词 fractional frequency stability self injection Fabry Perot resonator laser locking hollow core fiber high power handling thermal sensitivity solid materialresulting
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Identifying a confused cell identity for esophageal squamous cell carcinoma 被引量:4
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作者 Xiangyu Pan Jian Wang +16 位作者 Linjie Guo Feifei Na Jiajia Du Xuelan Chen ailing zhong Lei Zhao Lu Zhang Mengsha Zhang Xudong Wan Manli Wang Hongyu Liu Siqi Dai Ping Tan Jingyao Chen Yu Liu Bing Hu Chong Chen 《Signal Transduction and Targeted Therapy》 SCIE CSCD 2022年第5期1692-1702,共11页
The cell identity of malignant cells and how they acquire it are fundamental for our understanding of cancer.Here,we report that esophageal squamous cell carcinoma(ESCC)cells display molecular features equally similar... The cell identity of malignant cells and how they acquire it are fundamental for our understanding of cancer.Here,we report that esophageal squamous cell carcinoma(ESCC)cells display molecular features equally similar but distinct to all three types of normal esophageal epithelial cells,which we term as confused cell identity(CCI).CCI is an independent prognostic marker associated with poor prognosis in ESCC.Further,we identify tropomyosin 4(TPM4)as a critical CCI gene that promotes the aggressiveness of ESCC in vitro and in vivo.And TPM4 creates CCI through activating the Jak/STAT-SOX2 pathway.Thus,our study suggests an unrecognized feature of ESCC cells,which might be of value for clinic prognosis and potential interference. 展开更多
关键词 ESOPHAGEAL SOX2 SQUAMOUS
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Tripterin liposome relieves severe acute respiratory syndrome as a potent COVID-19 treatment 被引量:1
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作者 Haiying Que Weiqi Hong +10 位作者 Tianxia Lan Hao Zeng Li Chen Dandan Wan Zhenfei Bi Wenyan Ren Min Luo Jingyun Yang Cai He ailing zhong Xiawei Wei 《Signal Transduction and Targeted Therapy》 SCIE CSCD 2023年第1期288-301,共14页
For coronavirus disease 2019(COVID-19),caused by severe acute respiratory syndrome coronavirus 2(SARS-CoV-2),15–30%of patients are likely to develop COVID-19-related acute respiratory distress syndrome(ARDS).There ar... For coronavirus disease 2019(COVID-19),caused by severe acute respiratory syndrome coronavirus 2(SARS-CoV-2),15–30%of patients are likely to develop COVID-19-related acute respiratory distress syndrome(ARDS).There are still few effective and well-understood therapies available.Novel variants and short-lasting immunity are posing challenges to vaccine efficacy,so finding antiviral and antiinflammatory treatments remains crucial.Here,tripterin(TP),a traditional Chinese medicine,was encapsulated into liposome(TP lipo)to investigate its antiviral and antiinflammatory effects in severe COVID-19.By using two severe COVID-19 models in human ACE2-transgenic(hACE2)mice,an analysis of TP lipo’s effects on pulmonary immune responses was conducted.Pulmonary pathological alterations and viral burden were reduced by TP lipo treatment.TP lipo inhibits SARS-CoV-2 replication and hyperinflammation in infected cells and mice,two crucial events in severe COVID-19 pathophysiology,it is a promising drug candidate to treat SARS-CoV-2-induced ARDS. 展开更多
关键词 IMMUNITY alterations DISTRESS
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