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Drivers facing the yellow-light-dilemma

November 16, 2023
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Center for Digital Education | University of Michigan

 

Stochastic hybrid models for predicting the behavior of drivers facing the yellow-light-dilemma

Paul A. Green | University of Michigan

 Daniel Hoehener & Domitilla Del Vecchio | Massachusetts Institute of Technology

  

Abstract:  We address the problem of predicting whether a driver facing the yellow-light-dilemma will cross the intersection with the red light. Based on driving simulator data, we propose a stochastic hybrid system model for driver behavior. Using this model combined with Gaussian process estimation and Monte Carlo simulations, we obtain an upper bound for the probability of crossing with the red light. This upper bound has a prescribed confidence level and can be calculated quickly on-line in a recursive fashion as more data become available. Calculating also a lower bound we can show that the upper bound is on average less than 3% higher than the true probability. Moreover, tests on driving simulator data show that 99% of the actual red light violations, are predicted to cross on red with probability greater than 0.95 while less than 5% of the compliant trajectories are predicted to have an equally high probability of crossing. Determining the probability of crossing with the red light will be important for the development of warning systems that prevent red light violations.

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Podcast Production

November 15, 2023
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The term “podcast” is a combination of “iPod,” Apple’s portable media player, and “broadcast.” It originated in the early 2000s when individuals began creating audio content specifically designed for download and playback on portable media players, including the iPod. Over time, the concept has evolved, and podcasts are now a popular and diverse form of digital media covering a wide range of topics, including news, education, entertainment, and more. The key feature of a podcast is its on-demand nature, allowing listeners to access content at their convenience.

University of Alberta Facilities & Operations

Blockchain Standard: Can We Reach Consensus?

November 15, 2023
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University of Sydney

Blockchain Standard: Can We Reach Consensus?

Data67-CSIRO, University of Sydney
University of New South Wales

 

Abstract: In this article, we study ongoing blockchain and distributed ledger technologies (DLT) standardization. To this end, we list standards organizations and the efforts they devote to standardise blockchain and DLT. We then identify a lack of terminology that can hamper communication on this topic and propose clarifications to address these ambiguities. Finally, we propose a high-level description of blockchain and DLT by describing three elements of their functional architecture.

University of New South Wales

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Australia

Standard Reference Material

November 15, 2023
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Metrology is the scientific discipline that deals with measurement, including both the theoretical and practical aspects of measurement. It is a broad field that encompasses many different areas, including length, mass, time, temperature, and electrical and optical measurements.  The goal of metrology is to establish a system of measurement that is accurate, reliable, and consistent. This involves the development of standards and calibration methods that enable precise and traceable measurements to be made.

The International System of Units is the most widely used system of units today and is based on a set of seven base units, which are defined in terms of physical constants or other fundamental quantities.  Another important aspect of metrology is the development and use of measurement instruments and techniques. These instruments and techniques must be designed to minimize errors and uncertainties in measurements, and they must be calibrated against recognized standards to ensure accuracy and traceability.

Metrology also involves the development of statistical methods for analyzing and interpreting measurement data. These methods are used to quantify the uncertainty associated with measurement results and to determine the reliability of those results.

National Institute for Standards & Technology

Federal Participation in Consensus Standards

ARCHIVE: UM Welcomes ANSI 2015

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