A Parallel Software Architecture for the LTE Protocol on a Multi-Core Mobile Modem

Author(s):  
Anas Showk ◽  
Attila Bilgic

Coming wireless communication standards like Long Term Evolution (LTE) promise to bring a drastic increase in data rate for the end user. To facilitate this evolution, sophisticated technology for the mobile equipment is required. Most research focuses on the signal processing in the physical layer whereas the computational capabilities for protocol processing are neglected. This paper describes novel software architecture and load balancing for the LTE protocol stack that allows concurrent execution on a multi-core processor and thus allows for exploiting all the advantages like higher performance through parallelism at low power consumption. The layered protocol is developed using Specification and Description Language (SDL). In addition, the LTE protocol stack is parallelized and executed on a multi-core processor, by employing the SDL processes concurrency. Moreover, the LTE system is scheduled on multi-core by customizing the SDL scheduler to implement a data pipeline scheduler. Furthermore, a new load balancer scheme is proposed by moving the load balancer to the modem subsystem’s layer and using the SDL process migration concept. The performance of the LTE protocol implementation using the new scheme beats the classic thread migration scheme by more than 50% on single as well as multi-core platforms. The data throughput using the new scheme increases on two, three, or four cores, compared to single core, by about 195%, 290%, and 360%, respectively, and thus shows an excellent scalability for up to three cores and still giving reasonably good results for four cores.

Author(s):  
Samantha R McDonough ◽  
Irfan Rahman ◽  
Isaac Kirubakaran Sundar

Electronic nicotine delivery systems (ENDS), or e-cigarettes, are emerging tobacco products that produce aerosols by heating e-liquids, which most often consist of propylene glycol and vegetable glycerin along with various flavoring compounds, bypassing the combustion that occurs in the use of traditional tobacco cigarettes. These products have seen a drastic increase in popularity in recent years both as smoking cessation devices as well as among younger generations, due in large part to the widespread perception among consumers that e-cigs are significantly less harmful for health than traditional tobacco cigarettes. Due to the novelty of ENDS as well as their rapidly increasing use, research into biomarkers of e-cig exposure and toxicity have lagged behind their popularity, leaving important questions about their potential toxicity unanswered. Research into potential biomarkers of acute, chronic e-cig use and E-cigarette- or Vaping-Associated Lung Injury is necessary for informing both clinical and regulatory decision-making. We aim to provide an updated review of recent research into potential circulating, genomic, transcriptomic and epigenetic biomarkers of exposure to and toxicity of e-cigs. We additionally highlight research areas that warrant additional study to gain better understanding of health risks associated with ENDS use, as well as to provide validation of existing data and methods for measuring and analyzing e-cig-associated biomarkers in human and animal biofluids, tissues and cells. This review also highlights ongoing efforts within the WNY Center for Research on Flavored Tobacco for research into novel biomarkers in extracellular vesicles that may be associated with short- and long-term ENDS use.


Author(s):  
Elliott Forbes ◽  
Zhenqian Zhang ◽  
Randy Widialaksono ◽  
Brandon Dwiel ◽  
Rangeen Basu Roy Chowdhury ◽  
...  

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