A Roadway Technology Designed to Alert Inattentive Drivers Is: A Critical Examination
Author: Dr. Evelyn Reed, PhD, Professor of Transportation Engineering, Massachusetts Institute of Technology (MIT). Dr. Reed has over 20 years of experience in researching and developing advanced driver-assistance systems (ADAS) and intelligent transportation systems (ITS). Her work focuses on improving road safety through technological innovation.
Keywords: inattentive driver detection, driver alertness monitoring, roadway technology, road safety, ADAS, ITS, collision avoidance, smart roads, proactive safety measures, driver distraction, AI in transportation.
Abstract: This article explores the potential of a roadway technology designed to alert inattentive drivers. It delves into the various technological approaches being developed, analyzing their strengths and weaknesses while considering ethical implications and societal impacts. The discussion encompasses the challenges in implementation, data privacy concerns, and the need for comprehensive regulatory frameworks. Ultimately, it argues that a multifaceted approach, combining technological advancements with infrastructural improvements and driver education, offers the most effective path towards enhanced road safety.
Introduction:
The alarming statistics surrounding accidents caused by inattentive drivers underscore an urgent need for innovative solutions. A roadway technology designed to alert inattentive drivers is no longer a futuristic concept; it's a rapidly evolving field with the potential to significantly reduce road casualties. This technology aims to proactively identify drivers exhibiting signs of inattention, such as drowsiness, distraction, or impaired cognitive function, and issue timely warnings to prevent accidents. This article provides a comprehensive analysis of this technology, examining its potential benefits, associated challenges, and the pathway towards its successful implementation.
Technological Approaches:
Several technological approaches underpin a roadway technology designed to alert inattentive drivers. These include:
Driver Monitoring Systems (DMS): These systems typically utilize cameras and sensors within the vehicle to monitor driver behavior. They analyze factors like eye closure duration, head position, lane deviation, and steering wheel movements to detect signs of drowsiness or distraction. Advanced DMS systems employ artificial intelligence (AI) and machine learning (ML) algorithms to improve accuracy and adapt to individual driver behavior.
Roadside Sensors and Infrastructure: This approach involves integrating sensors along roadways that can detect erratic driving patterns, such as sudden braking or weaving. These sensors can relay information to a central system, which can then alert the driver or dispatch emergency services if necessary. This approach complements in-vehicle DMS by providing an independent confirmation of inattentive driving.
Vehicle-to-Infrastructure (V2I) Communication: V2I technology allows vehicles to communicate with roadside infrastructure and other vehicles, sharing real-time data about driver behavior and road conditions. A roadway technology designed to alert inattentive drivers can leverage V2I to provide more comprehensive and accurate warnings. For example, a system could alert a driver approaching a hazard if other vehicles have reported slowdowns or stoppages ahead.
Challenges and Opportunities:
While the potential benefits of a roadway technology designed to alert inattentive drivers are significant, several challenges must be addressed:
Accuracy and Reliability: False positives are a major concern. A system that frequently issues false alerts can lead to driver fatigue and desensitization, ultimately undermining its effectiveness. Ensuring high accuracy and reliability is crucial for widespread acceptance.
Data Privacy and Security: The collection and use of driver data raise significant privacy concerns. Robust data protection measures and transparent data governance frameworks are essential to maintain public trust.
Cost and Implementation: Deploying a comprehensive system requires substantial investment in infrastructure, technology, and maintenance. Finding cost-effective solutions and securing funding will be critical for successful implementation.
Ethical Considerations: The ethical implications of using technology to monitor driver behavior must be carefully considered. Questions around individual autonomy, potential bias in algorithms, and the appropriate level of intervention need careful examination.
Regulatory Frameworks: Clear and comprehensive regulatory frameworks are needed to ensure the safe and responsible development and deployment of these systems. Regulations should address data privacy, system performance standards, and liability issues.
The Path Forward:
A successful implementation of a roadway technology designed to alert inattentive drivers requires a multifaceted approach:
- Technological Advancements: Continued research and development are vital to improve the accuracy, reliability, and cost-effectiveness of existing technologies. Focus should be placed on developing robust AI and ML algorithms that can accurately detect a wide range of inattentive driving behaviors.
- Infrastructure Development: Integrating these technologies into existing road infrastructure will require significant investment. This includes upgrading existing roads with appropriate sensors and communication networks.
- Public Awareness and Education: Educating the public about the benefits and limitations of these technologies is crucial for building trust and acceptance. Clear communication regarding data privacy and system functionality is essential.
- Regulatory Harmonization: Developing consistent and effective regulatory frameworks across different jurisdictions is necessary to ensure interoperability and avoid fragmented implementation.
- Collaboration and Partnerships: Collaboration between government agencies, technology companies, researchers, and road safety organizations is crucial for successful development, deployment, and ongoing improvement of these systems.
Conclusion:
A roadway technology designed to alert inattentive drivers holds immense promise for improving road safety. While significant challenges remain in terms of technological development, data privacy, cost, and ethical considerations, the potential benefits justify continued investment and collaborative efforts. By addressing these challenges proactively and adopting a comprehensive approach, we can pave the way for a safer and more efficient transportation system.
FAQs:
- How accurate are current driver monitoring systems? The accuracy of current DMS varies depending on the technology used and the specific driving conditions. While improvements are being made, false positives remain a challenge.
- What data is collected by these systems, and how is it protected? The data collected can include driver behavior metrics such as eye movements, head position, and steering wheel inputs. Data protection measures typically involve anonymization, encryption, and strict access controls.
- Are these systems intrusive to driver privacy? The degree of intrusiveness is a subject of ongoing debate. While some argue that data collection is a necessary trade-off for improved safety, others express concerns about potential misuse of sensitive information.
- How will these systems be implemented and maintained? Implementation will involve upgrading existing road infrastructure and integrating the technology into vehicles. Ongoing maintenance and updates will be critical to ensure system performance and reliability.
- What is the cost of implementing such a system? The cost will vary depending on the scale and complexity of the implementation. Significant investments will be required for infrastructure upgrades, technology development, and system maintenance.
- What are the potential legal liabilities associated with these systems? Legal liability issues are complex and will likely require clarification through regulations and case law. Questions regarding system malfunction, data breaches, and responsibility for accidents will need to be addressed.
- How will these systems be adapted to different driving conditions and environments? Adaptability is a key consideration. The systems will need to be calibrated for various weather conditions, road types, and traffic densities.
- What role will human intervention play in these systems? Human intervention might be necessary in case of system malfunctions or complex situations requiring judgment beyond the capabilities of the technology.
- What is the timeline for widespread adoption of these technologies? Widespread adoption will likely be a gradual process, with initial implementation in specific high-risk areas followed by broader deployment over time.
Related Articles:
- "The Impact of Driver Distraction on Road Safety: A Comprehensive Review": This article examines the various factors contributing to driver distraction and its impact on road accidents.
- "Advanced Driver-Assistance Systems (ADAS) and their Role in Enhancing Road Safety": This article provides an overview of different ADAS technologies and their potential to reduce accidents.
- "The Ethics of Driver Monitoring Systems: Balancing Safety and Privacy Concerns": This article explores the ethical implications of using technology to monitor driver behavior.
- "The Economic Benefits of Implementing Intelligent Transportation Systems (ITS)": This article examines the cost-effectiveness of ITS, including driver-alerting technologies.
- "Artificial Intelligence and Machine Learning in Transportation: Applications and Challenges": This article explores the use of AI and ML in various transportation applications, including driver monitoring.
- "Vehicle-to-Infrastructure (V2I) Communication: A Roadmap for Intelligent Transportation": This article provides an overview of V2I technology and its potential applications in enhancing road safety.
- "The Role of Government Regulation in the Deployment of Advanced Driver-Assistance Systems": This article explores the importance of appropriate regulations for ensuring safe and effective implementation of ADAS.
- "Comparative Analysis of Different Driver Drowsiness Detection Techniques": This article provides a technical comparison of different algorithms used to detect driver drowsiness.
- "Public Perception and Acceptance of Driver Monitoring Technologies: A Survey": This article explores public attitudes towards the use of driver monitoring technology and its impact on trust and acceptance.
| a roadway technology designed to alert inattentive drivers is: Driver Acceptance of New Technology Tim Horberry, Michael A. Regan, Alan Stevens, 2018-09-03 Acceptance of new technology and systems by drivers is an important area of concern to governments, automotive manufacturers and equipment suppliers, especially technology that has significant potential to enhance safety. To be acceptable, new technology must be useful and satisfying to use. If not, drivers will not want to have it, in which case it will never achieve the intended safety benefit. Even if they have the technology, drivers may not use it if it is deemed unacceptable, or may not use it in the manner intended by the designer. At worst, they may seek to disable it. This book brings into a single edited volume the accumulating body of thinking and research on driver and operator acceptance of new technology. Bringing together contributions from international experts from around the world, the editors have shaped a book that covers the theory behind acceptance, how it can be measured and how it can be improved. Case studies are presented that provide data on driver acceptance of a wide range of new and emerging vehicle technology. Although driver acceptance is the central focus of this book, acceptance of new technology by operators in other domains, and across cultures, is also investigated. Similarly, perspectives are derived from domains such as human computer interaction, where user acceptance has long been regarded as a key driver of product success. This book comes at a critical time in the history of the modern motor vehicle, as the number of new technologies entering the modern vehicle cockpit rapidly escalates. The goal of this book is to inspire further research and development of new vehicle technology to optimise user acceptance of it; and, in doing so, to maximise its potential to be useful, satisfying to use and able to save human life. |
| a roadway technology designed to alert inattentive drivers is: Commercial Motor Vehicle Driver Fatigue, Long-Term Health, and Highway Safety National Academies of Sciences, Engineering, and Medicine, Transportation Research Board, Division of Behavioral and Social Sciences and Education, Board on Human-Systems Integration, Committee on National Statistics, Panel on Research Methodologies and Statistical Approaches to Understanding Driver Fatigue Factors in Motor Carrier Safety and Driver Health, 2016-09-12 There are approximately 4,000 fatalities in crashes involving trucks and buses in the United States each year. Though estimates are wide-ranging, possibly 10 to 20 percent of these crashes might have involved fatigued drivers. The stresses associated with their particular jobs (irregular schedules, etc.) and the lifestyle that many truck and bus drivers lead, puts them at substantial risk for insufficient sleep and for developing short- and long-term health problems. Commercial Motor Vehicle Driver Fatigue, Long-Term Health and Highway Safety assesses the state of knowledge about the relationship of such factors as hours of driving, hours on duty, and periods of rest to the fatigue experienced by truck and bus drivers while driving and the implications for the safe operation of their vehicles. This report evaluates the relationship of these factors to drivers' health over the longer term, and identifies improvements in data and research methods that can lead to better understanding in both areas. |
| a roadway technology designed to alert inattentive drivers is: The Multisensory Driver Cristy Ho, Charles Spence, 2017-05-15 Driver inattention has been identified as one of the leading causes for car accidents. The problem of distraction while driving is likely to worsen, partly due to increasingly complex in-car technologies. However, intelligent transport systems are being developed to assist drivers and to ensure a safe road environment. One approach to the design of ergonomic automobile systems is to integrate our understanding of the human information processing systems into the design process. This book aims to further the design of ergonomic multisensory interfaces using research from the fast-growing field of cognitive neuroscience. It focuses on two aspects of driver information-processing in particular: multisensory interactions and the spatial distribution of attention in driving. The Multisensory Driver provides interface design guidelines together with a detailed review of current cognitive neuroscience and behavioural research in multisensory human perception, which will help the development of ergonomic interfaces. The discussion on spatial attention is particularly relevant for car interface designers, but it will also appeal to cognitive psychologists interested in spatial attention and the applications of these theoretical research findings. Giving a detailed description of a cohesive series of psychophysical experiments on multisensory warning signals, conducted in both laboratory and simulator settings, this book provides an approach for those in the engineering discipline who wish to test their systems with human observers. |
| a roadway technology designed to alert inattentive drivers is: 2015 Status of the Nation's Highways, Bridges, and Transit Conditions and Performance Report to Congress Federal Highway Administration (U S ), Federal Transit Administration (U S ), 2017-04 This publication is intended to provide decision makers with an objective appraisal of the physical conditions, operational performance, and financing mechanisms of highways, bridges, and transit systems based on both their current state and their projected future state under a set of alternative future investment scenarios. |
| a roadway technology designed to alert inattentive drivers is: Imaging: Sensors and Technologies Gonzalo Pajares Martinsanz, 2018-07-06 This book is a printed edition of the Special Issue Imaging: Sensors and Technologies that was published in Sensors |
| a roadway technology designed to alert inattentive drivers is: The Technology Teacher , 1993 |
| a roadway technology designed to alert inattentive drivers is: Traffic and Transport Psychology Geoffrey Underwood, 2005-06-09 Just as our transport systems become more and more important to our economic and social well-being, so they become more and more crowded and more at risk from congestion, disruption, and collapse. Technology and engineering can provide part of the solution, but the complete solution will need to take account of the behaviour of the users of the transport networks. The role of psychologists in this is to understand how people make decisions about the alternative modes of transport and about the alternative routes to their destinations, to understand how novice and other vulnerable users can develop safe and effective behaviours, how competent users can operate within the transport system optimally and within their perceptual and cognitive limitations. The contributions to this volume address these issues of how the use of our transport systems can be improved by taking into account knowledge of the behaviour of the people who use the systems. Topics discussed include driver training and licensing, driver impairment, road user attitudes and behaviour, enforcement and behaviour change, driver support systems, and the psychology of mobility and transport mode choice. This work will be of value not only to psychologists but to all transport professionals interested in the application of psychology to traffic. |
| a roadway technology designed to alert inattentive drivers is: The Aging Mind National Research Council, Commission on Behavioral and Social Sciences and Education, Board on Behavioral, Cognitive, and Sensory Sciences, Committee on Future Directions for Cognitive Research on Aging, 2000-05-18 Possible new breakthroughs in understanding the aging mind that can be used to benefit older people are now emerging from research. This volume identifies the key scientific advances and the opportunities they bring. For example, science has learned that among older adults who do not suffer from Alzheimer's disease or other dementias, cognitive decline may depend less on loss of brain cells than on changes in the health of neurons and neural networks. Research on the processes that maintain neural health shows promise of revealing new ways to promote cognitive functioning in older people. Research is also showing how cognitive functioning depends on the conjunction of biology and culture. The ways older people adapt to changes in their nervous systems, and perhaps the changes themselves, are shaped by past life experiences, present living situations, changing motives, cultural expectations, and emerging technology, as well as by their physical health status and sensory-motor capabilities. Improved understanding of how physical and contextual factors interact can help explain why some cognitive functions are impaired in aging while others are spared and why cognitive capability is impaired in some older adults and spared in others. On the basis of these exciting findings, the report makes specific recommends that the U.S. government support three major new initiatives as the next steps for research. |
| a roadway technology designed to alert inattentive drivers is: How Information Technology Is Conquering the World Kai A. Olsen, 2012-12-05 Information Technology (IT) is conquering the world. It affects our jobs, our lives as private citizens, and society. Its impact is greater than other technologies, such as railways, personal cars, and the telephone. However, while most can understand the potential and constraints of these technologies, IT is often experienced as a “black box,” producing its effects without giving a clue as to how they are achieved. The aim of How Information Technology Is Conquering the World is to open this box and to offer a basic knowledge of the technology and how it works. We will then understand why IT can put toll both operators, metro train engineers, and stockbrokers out of a job, but at the same time have limited impact on bus drivers, nurses, and teachers. How Information Technology Is Conquering the World focuses on the interface between the technologies and the real world in order to explore not only where these technologies have their advantages but also where their limitations become apparent. The difficulty of introducing a new technology is emphasized with the practical goal of enabling readers to use technology to full advantage. This book is useful for those involved in, affected by, or interested in the technology; for students taking an introductory course in computing; and for managers and others who are interested in seeing how this rapidly evolving technology will affect their lives, jobs, and businesses now and in the future. |
| a roadway technology designed to alert inattentive drivers is: Encyclopedia of Transportation Mark Garrett, 2014-08-13 Viewing transportation through the lens of current social, economic, and policy aspects, this four-volume reference work explores the topic of transportation across multiple disciplines within the social sciences and related areas, including geography, public policy, business, and economics. Features: Approximately 675 signed articles authored by prominent scholars are arranged in A-to-Z fashion and conclude with Further Readings and cross references. A Chronology helps readers put individual events into historical context; a Reader’s Guide organizes entries by broad topical or thematic areas; a detailed index helps users quickly locate entries of most immediate interest; and a Resource Guide provides a list of journals, books, and associations and their websites. While articles were written to avoid jargon as much as possible, a Glossary provides quick definitions of technical terms. To ensure full, well-rounded coverage of the field, the General Editor with expertise in urban planning, public policy, and the environment worked alongside a Consulting Editor with a background in Civil Engineering. The index, Reader’s Guide, and cross references combine for thorough search-and-browse capabilities in the electronic edition. Available in both print and electronic formats, Encyclopedia of Transportation is an ideal reference for libraries and those who want to explore the issues that surround transportation in the United States and around the world. Key Themes: Administration, Operations, and Evaluation Air Transportation Systems Economics of Transportation Energy, Environmental, and Health Impacts Facilities and Infrastructure Intermodal Transportation Systems International Transportation and Policy Labor Issues/Employee Relations Planning and Policy Safety and Security Social Issues in Transportation Surface Transportation Systems Technology, Design, and Engineering Transportation, Finance of Transportation Legislation Transportation Modeling Transportation Organizations and Agencies Travel Behavior and Research Water Transportation Systems |
| a roadway technology designed to alert inattentive drivers is: The Effectiveness of the Department of Transportation's Motor Carrier Safety Programs and Its Organizational Structure United States. Congress. Senate. Committee on Commerce, Science, and Transportation, 2001 |
| a roadway technology designed to alert inattentive drivers is: Department of Transportation and Related Agencies Appropriations for 2000 United States. Congress. House. Committee on Appropriations. Subcommittee on Department of Transportation and Related Agencies Appropriations, 2000 |
| a roadway technology designed to alert inattentive drivers is: Engineering/technology Management ... , 2005 |
| a roadway technology designed to alert inattentive drivers is: Oversight of the Office of Motor Carriers United States. Congress. House. Committee on Transportation and Infrastructure. Subcommittee on Ground Transportation, 2000 |
| a roadway technology designed to alert inattentive drivers is: Machine Design , 1996 |
| a roadway technology designed to alert inattentive drivers is: Inquiry Into the Country Road Toll Victoria. Parliament. Road Safety Committee, 2005 |
| a roadway technology designed to alert inattentive drivers is: Transportation Technology Transfer Barbara T. Harder, Robert J. Benke, National Cooperative Highway Research Program, 2005 TRB's National Cooperative Highway Research Program (NCHRP) Synthesis 355: Transportation Technology Transfer: Successes, Challenges, and Needs explores the use of technology transfer practices in the highway transportation community. The report documents successful practices, discusses challenges encountered, and identifies the needs of those responsible for sponsoring, facilitating, and conducting technology transfer activities and processes. |
| a roadway technology designed to alert inattentive drivers is: Engineering/technology Management--2005 , 2005 |
| a roadway technology designed to alert inattentive drivers is: Synthesis of Highway Practice National Cooperative Highway Research Program, 2005 |
| a roadway technology designed to alert inattentive drivers is: Department of Transportation and Related Agencies Appropriations for 1997 United States. Congress. House. Committee on Appropriations. Subcommittee on Department of Transportation and Related Agencies Appropriations, 1996 |
| a roadway technology designed to alert inattentive drivers is: Intelligent Vehicle Initiative (IVI) Technology 2005 - Advanced Controls and Navigation Systems , 2005 |
| a roadway technology designed to alert inattentive drivers is: Traffic Engineering & Control , 1996 |
| a roadway technology designed to alert inattentive drivers is: Roadside Hazards and Safety Improvements National Research Council (U.S.). Transportation Research Board, 1974 |
| a roadway technology designed to alert inattentive drivers is: Work Zone Traffic Management Synthesis , 1989 |
| a roadway technology designed to alert inattentive drivers is: Proceedings of the Annual Meeting International Bridge, Tunnel, and Turnpike Association, 1989 |
| a roadway technology designed to alert inattentive drivers is: A Guide for Reducing Speeding-Related Crashes , 2009 |
| a roadway technology designed to alert inattentive drivers is: Federal Register , 2012-02 |
| a roadway technology designed to alert inattentive drivers is: Object Detection, Collision Warning, and Avoidance Systems Ronald K. Jurgen, 2007 Contains 51 papers covering eight years of research on object detection, collision warning, and collision avoidance. Topics covered include: Parking aids; Target tracking with cameras; Sensor combinations; Blind spot detection; Imager chips; Lane tracking; Lane and road departure warning; Sensor fusion; Intersection collision warning; Front- and rear-end crash avoidance; Automatic collision avoidance systems; Braking systems for collision avoidance; and Driver-vehicle interface requirements. |
| a roadway technology designed to alert inattentive drivers is: Navigating Your Later Years For Dummies Carol Levine, 2018-08-01 Long-Term Care: Planning for Finance, Medical, and Living Expenses We’re living exciting bonus years—decades that our parents and grandparents didn’t have. But how to navigate this complex terrain? Questions abound around long-term care planning: Where to live? How to get the best medical care? What to do about advance directives, wills and trusts, and estate planning? And how to pay for it all after you retire? Getting accurate information and answers wasn’t easy. Until now. AARP's Navigating Your Later Years For Dummies helps you and your family understand the growing range of opportunities. Even more importantly, it helps you chart the next steps to live the life you choose, as independently as you choose, no matter your specific circumstances and needs. This book: Covers home modifications so that you can stay at home safely for as long as you like Lays out the opportunities and costs associated with independent living, assisted living and other options Gives you a range of driving and transportation alternatives Helps you navigate the healthcare system, Medicare, and Medicaid Sorts out the various sources of care at home Reviews the legal documents you should prepare and update Helps you determine whether you need long-term care insurance Gives you guidance on talking with your family about sensitive issues, including your wishes as you age With this new comprehensive book, you’ll get the credible information and resources you need to face the challenges facing us as we live the life we choose. Here, finally, is a roadmap for you and your family to best understand, and plan ahead. |
| a roadway technology designed to alert inattentive drivers is: The Design of Future Things Don Norman, 2009-05-12 Donald A. Norman, a popular design consultant to car manufacturers, computer companies, and other industrial and design outfits, has seen the future and is worried. In this long-awaited follow-up to The Design of Everyday Things, he points out what's going wrong with the wave of products just coming on the market and some that are on drawing boards everywhere-from smart cars and homes that seek to anticipate a user's every need, to the latest automatic navigational systems. Norman builds on this critique to offer a consumer-oriented theory of natural human-machine interaction that can be put into practice by the engineers and industrial designers of tomorrow's thinking machines. This is a consumer-oriented look at the perils and promise of the smart objects of the future, and a cautionary tale for designers of these objects-many of which are already in use or development. |
| a roadway technology designed to alert inattentive drivers is: Infrared Technology and Applications , 2001 |
| a roadway technology designed to alert inattentive drivers is: Highway Safety Issues United States. Congress. House. Committee on Public Works and Transportation. Subcommittee on Surface Transportation, 1988 |
| a roadway technology designed to alert inattentive drivers is: Fleet Owner , 1970 |
| a roadway technology designed to alert inattentive drivers is: Multimedia and Videodisc Compendium , 1995 |
| a roadway technology designed to alert inattentive drivers is: Adaptive Cooperation between Driver and Assistant System Frédéric Holzmann, 2007-12-03 One of the next challenges in vehicular technology field is to improve drastically the road safety. Current developments are focusing on both vehicle platform and diverse assistance systems. This book presents a new engineering approach based on lean vehicle architecture ready for the drive-by-wire technology. Based on a cognitive functionality split, execution and command levels are detailed. The execution level centralized over the stability control performs the motion vector coming from the command level. At this level the driver generates a motion vector which is continuously monitored by a virtual co-pilot. The integration of assistance systems in a safety relevant multi-agent system is presented here to provide first an adequate feedback to the driver to let him recover a dangerous situation. Robust strategies are also presented for the intervention phase once the command vehicle has to be optimized to stay within the safety envelope. |
| a roadway technology designed to alert inattentive drivers is: Annual Report Pennsylvania Transportation Institute, 1999 |
| a roadway technology designed to alert inattentive drivers is: Safety Evaluation of Centerline Rumble Strips David A. Noyce, Vetri Venthan Elando, 2003 |
| a roadway technology designed to alert inattentive drivers is: Driver Distraction Michael A. Regan, John D. Lee, Kristie Young, 2008-10-15 Certain activities and events both inside and outside a vehicle can distract drivers and lead to degraded performance. New technologies- such as entertainment, communication, and driver assistance systems- play a significant role in distraction. This unique volume defines driver distraction, discusses various causes, and explains how to measure acceptable and unacceptable levels of distraction. Several chapters address measurement techniques based on performance and epidemiological studies. Most importantly, the text explores ways to mitigate driver distraction as well as countermeasures including vehicle design and effective legislation. |
| a roadway technology designed to alert inattentive drivers is: Intelligent Data Communication Technologies and Internet of Things D. Jude Hemanth, Subarna Shakya, Zubair Baig, 2019-11-10 This book focuses on the emerging advances in distributed communication systems, big data, intelligent computing and Internet of Things, presenting state-of-the-art research in frameworks, algorithms, methodologies, techniques and applications associated with data engineering and wireless distributed communication technologies. In addition, it discusses potential topics like performance analysis, wireless communication networks, data security and privacy, human computer interaction, 5G Networks, and smart automated systems, which will provide insights for the evolving data communication technologies. In a nutshell, this proceedings book compiles novel and high-quality research that offers innovative solutions for communications in IoT networks. |
| a roadway technology designed to alert inattentive drivers is: Machine Learning and Big Data Analytics (Proceedings of International Conference on Machine Learning and Big Data Analytics (ICMLBDA) 2021) Rajiv Misra, Rudrapatna K. Shyamasundar, Amrita Chaturvedi, Rana Omer, 2021-09-29 This edited volume on machine learning and big data analytics (Proceedings of ICMLBDA 2021) is intended to be used as a reference book for researchers and practitioners in the disciplines of computer science, electronics and telecommunication, information science, and electrical engineering. Machine learning and Big data analytics represent a key ingredients in the industrial applications for new products and services. Big data analytics applies machine learning for predictions by examining large and varied data sets—i.e., big data—to uncover hidden patterns, unknown correlations, market trends, customer preferences, and other useful information that can help organizations make more informed business decisions. |
