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DOT, around 80% of road accidents could be preventable if drivers have a chance to be informed of the impending dangerous situations on the road ahead . Also, roughly 20% of the road maintenance budget is allocated to winter road maintenance in the U. S. In these regards, road slipperiness detection using connected vehicles can be highly regarded in terms of its low budget requirement as well as the seamless monitoring capability. In this study, vehicular wheel and transition ground speeds were obtained using DTGs, one of the broadly penetrated connected devices in Korea, to calculate wheel slip and acceleration data. After identifying strong relationships between the slip and the acceleration data on dry surfaces, three approaches, including regression analysis, SVM, and deep learning models, were applied to categorize the pavement states slippery or non slippery. As a result, SVM models resulted in reasonably good performances with an average accuracy of 96. 5%, although the deep learning model showed the best performance for one of the three analysis groups that has the largest sample size. A follow up experiment is scheduled in wintertime in 2021 to further investigate that the approach of this study can be applied for data from trucks and buses that carry several kinds of LBS devices for fleet management. In addition, deep learning algorithms need to be further investigated with more data in groups 2 and 3 in Table 2 to find out if the performance of group 1 can be applied to other groups with sufficient data. Lastly, the effect of the road slope for determining thresholds for classifying pavement states needs to be examined.


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AFT affiliates, meanwhile, requested a hearing at which critiques, comments and suggestions for improvements can be made in regard to accountability standards for private and religious schools that will accept vouchers this fall. The organization says accountability measures for these schools in Louisiana are more or less nonexistent, noting that there are very few checks in place to ensure that children receive a high quality private school education. So, if the health and well being of students and teachers is what matters to you, avoid joining the popular chorus against teachers unions in the United States. Current and future students will benefit from having them in classrooms for a long time to come. then let us make a small request. AlterNets journalists work tirelessly to counter the traditional corporate media narrative. Were here seven days a week, 365 days a year. And were proud to say that weve been bringing you the real, unfiltered news for 20 yearslonger than any other progressive news site on the Internet. Its through the generosity of our supporters that were able to share with you all the underreported news you need to know. Independent journalism is increasingly imperiled; ads alone cant pay our bills. AlterNet counts on readers like you to support our coverage.



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We are an emerging growthcompany within the meaning of the rules under the Securities Act. We have in this prospectus utilized, and we plan in future filingswith the SEC to continue to utilize, the modified disclosure requirements available to emerging growth companies, including reduceddisclosure about our executive compensation and omission of compensation discussion and analysis, and an exemption from the requirementof holding a nonbinding advisory vote on executive compensation. In addition, we will not be subject to certain requirements ofSection 404 of the Sarbanes Oxley Act, including the additional testing of our internal control over financial reporting as mayoccur when outside auditors attest as to our internal control over financial reporting, and we have elected to delay adoptionof new or revised accounting standards applicable to public companies. As a result, our stockholders may not have access to certaininformation they may deem important. In addition, Section 107of the JOBS Act also provides that an emerging growth company can utilize the extended transition period provided in Section 7a2Bof the Securities Act for complying with new or revised accounting standards. Thus, an emerging growth company can delay the adoptionof certain accounting standards until those standards would otherwise apply to private companies.



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D. Badisa, M. A. Ghaffari, Y. L. Luo, M. C. Jaye, H. K. Kleinman, Q. X.

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