Thursday 20 June 2024

Zoox Robotaxis: The Future of Urban Transportation? (Benefits, Safety & Availability)

Zoox Robotaxis

Self-driving cars have long been a staple of science fiction, but Zoox - a California-based startup - aims to make autonomous urban transportation a reality very soon. Zoox has designed a fully electric, driverless vehicle from the ground up to safely shuttle passengers to their destinations. This robotaxi offers a preview of how we may one day hail a driverless taxi/bus.


Zoox Vehicle Design

Zoox Vehicle Design

Zoox’s vehicle has been designed to have a sleek futuristic look while seating four passengers. Zoox vehicles are able to drive forward and backward with equal capabilities. This is enabled by its four-wheel steering and two sets of identical sensor configurations on both the front and back. With the implementation of AI choreography, Zoox vehicles deftly maneuver in tight spaces by sliding sideways into parking spots, removing the need for three-point turns, backing up, or tricky maneuvers for human drivers. The interior feels roomy and comfortable, with seats facing each other to facilitate conversation. There is no steering wheel, brake pedals, or driver controls inside - it is made to be fully autonomous (Zoox, n.d.).

Autonomous Driving Software

Autonomous Driving Software

The company has innovated both its vehicle design and the self-driving software powering it: what the Zoox engineers have built is what they have described as an “AI co-pilot” capable of navigating busy and unpredictable urban environments. Zoox's artificial intelligence software. processes the torrent of sensor data. Their programs use deep neural networks - inspired by the human brain - to analyze sensor input and make driving decisions. The AI extracts key information like lanes, signs, lights, objects, and pedestrians. It predicts the behavior of other road users and plans safe, efficient routes and motions second-by-second. Zoox's AI leverages large datasets and simulations to train extensively before testing on public roads (Zoox, n.d.).

Zoox vehicles are studded with sensors to achieve 360-degree perception. This includes cameras, lidars, radars, and ultrasonic sensors. The camera system includes wide field-of-view and telephoto lenses to see objects both close-up and at a distance in high resolution. The lidars bounce lasers off surrounding objects to measure distance with precision day or night. Radars complement this by detecting objects and measuring velocity. Ultrasonic sensors fill in blind spots around the vehicle. Fusing all this sensory input enables sophisticated scene understanding (Zoox, n.d.).

Zoox has fleet coordination in which individual Zoox vehicles will coordinate with the larger fleet for optimal routing. A fleet manager AI will track all of the vehicles' locations and statuses. With that information, it can then assign and reroute vehicles to meet ride demands, avoid congestion, and keep the service running smoothly. All of this will rely on fast vehicle-to-vehicle and vehicle-to-cloud communication (Zoox, n.d.).

Envision Consumer Experience

For passengers, the experience aims to be seamless. You simply hail a Zoox robotaxi using their app, get in and fasten your seatbelt, and then input your destination. The vehicle handles the rest - expertly maneuvering streets, obeying traffic laws, avoiding obstacles, and smoothly dropping you off at your destination. Throughout the ride, you can relax and enjoy the journey without the stress of driving yourself.

Potential Societal Impacts

Zoox envisions a world where you do not own a car but simply hail a robotaxi whenever needed. This could allow cities to reclaim parking spaces for more green spaces, bike lanes, and wider sidewalks—and other uses that improve urban life. While you ride in a Zoox, you’re unlikely to get stuck in traffic. With real-time coordination, their fleet aims to optimize routes and keep everything moving efficiently.

The environmental benefits could also be immense. Zoox vehicles are all-electric with zero tailpipe emissions. Large self-driving fleets would drastically reduce the number of cars on the road. Even with electricity generation, experts estimate autonomous ride-hailing could cut greenhouse gas emissions from transportation by over 90%.

Safety

Safety

With any autonomous vehicle, safety remains paramount. Zoox is putting their vehicles through rigorous closed-course and public road testing. They are focused on building advanced safety cases, risk assessments, and driver monitoring tools to ensure their system performs at least twice as safely as human drivers before commercializing. Monitoring passengers with onboard cameras not only helps keep them safer but also encourages improved behavior.

In addition to the sensors and AI, Zoox vehicles have safety measures like emergency airbags and a rear-impact crumple zone. Their system architecture is designed for redundancy, with duplicate computers and power sources in case of failures. The vehicles are to undergo rigorous physical testing and crash simulations, ensuring that passengers will be protected from danger (Zoox, n.d.).

The Future with Zoox

The Future with Zoox

Zoox has achieved major autonomous driving testing milestones recently. After securing a driverless testing permit from California's Department of Motor Vehicles (DMV) in 2023, their purpose-built robotaxi completed a historic first voyage on public roads without any manual controls or safety drivers. This marked the first time a fully autonomous passenger vehicle designed specifically for ride-hailing navigated open public roads. Zoox also expanded to facilities in Las Vegas, Nevada, and gained approval from the Nevada DMV to test their self-driving robotaxis on public roads there as well. By gaining permits in California and Nevada, Zoox can further validate the autonomous capabilities of their ground-up robotaxi through rigorous real-world piloting. These advances indicate Zoox's progress toward deploying a commercial driverless ride-hailing service in the coming years (Zoox, n.d.).

Conclusion

When might you start seeing bright green and blue Zoox cruisers taxi through your neighborhood? According to them, they hope to launch commercial service in certain cities over the next few years; however, scaling up to widespread availability may require significant time. The technology still has limitations to overcome, regulations to navigate, and public trust to earn, but if this ambitious vision is delivered, then your commute may someday be as simple as hailing your own AI chauffeur.

Zoox provides an exciting glimpse into a possible future that prioritizes mobility efficiency, safety, accessibility, and sustainability over individually owned vehicles. In light of the progress that we have seen so far, this innovative design and well-incorporated artificial intelligence aims to revolutionize how cities move.

References

Zoox. (n.d.). The 'full-stack' behind autonomous driving. Zoox. Retrieved August 8, 2023, from https://zoox.com/autonomy/

Zoox. (n.d.). Get to know our autonomous test fleet. Zoox. Retrieved August 8, 2023, from https://zoox.com/journal/l3-autonomous-fleet/

Zoox. (n.d.). A new bar for safety. Zoox. Retrieved August 8, 2023, from https://zoox.com/safety/

Zoox. (n.d.). Timeline. Zoox. Retrieved August 8, 2023, from https://zoox.com/about/?modal=timeline&stage=2022

Zoox. (n.d.). A to Zoox. Zoox. Retrieved August 8, 2023, from https://zoox.com/journal/atozoox/
About the Author: Khoa Tran

Khoa Tran is an electrical engineer working at the Los Angeles Department of Water and Power and is currently pursuing his master's in electrical Power from the University of Southern California. He is fluent in both Vietnamese and English and is interested in outdoor activities and exploring new things.

Thursday 13 June 2024

FE Exam Blueprint & Specs: Your Strategic Guide to Targeted Studying & Success

The Fundamentals of Engineering (FE) exam is a crucial first step for recent engineering graduates seeking professional licensure. Passing this exam is a requirement for becoming a Professional Engineer (PE) in the United States. The breadth and depth of topics covered on the FE exam can seem overwhelming to new test takers. By thoughtfully reviewing the exam specifications and blueprint, students can strategically familiarize themselves with the content areas and knowledge types prior to sitting for the exam.
FE Exam Blueprint & Specs


What is the FE Exam?

The FE exam is developed and administered by the National Council of Examiners for Engineering and Surveying (NCEES). They provide an exam specifications document that outlines the knowledge areas covered, the number of questions per area, and general instructional targets that questions will assess. There are currently seven discipline-specific FE exams, such as Chemical, Civil, Electrical & Computer, and Mechanical. Candidates should carefully select the exam that aligns with the curriculum and content of their engineering degree.

Across all exams, there are five general knowledge areas: Mathematics, Ethics & Professional Practice, Engineering Sciences, Engineering Topics, and Supplemental Topics. The number of questions per section will vary based on the specific discipline. As an example, the FE Civil exam specifications indicate there will be 20 questions on Mathematics, 5 on Ethics, 12 on Engineering Sciences, 40 on Engineering Topics, and 8 on Supplemental Topics. Reviewing this high-level breakdown is the first step toward targeting your preparation.

Next, using the official NCEES exam blueprint is key to familiarizing yourself with the detailed list of topics. The public blueprint provides the subcategories within each knowledge area and the approximate number of questions on each topic. For the Mathematics section, it is specified that the exam includes Algebra (3 questions), Calculus (4 questions), Matrix & Linear Algebra (2 questions), Probability & Statistics (4 questions), and more. This level of detail allows you to quantify the relative importance of subjects and assess your current level of knowledge. Digging into topic specifics guides smart studying.

Some Helpful Tips

Beyond the official exam guides, there are a few strategies to familiarize yourself further:

  1. Work through FE study books and practice exams. Actively solving problems will familiarize you with the format, level of difficulty, terminology, and theory applications. Review your strengths and weaknesses.
  2. Reference the publicly posted FE exam pass rates to see the historical performance on your exam. Use this to gauge your readiness across disciplines.
  3. Join online FE exam preparation communities, forums, or subreddits. Discuss the exam with peers and learn what stumped others.
  4. If you took related engineering courses, review textbooks and notes. Refresh yourself on key theories as a starting point.
  5. For less familiar topics, utilize free online lectures and educational content to build up your knowledge foundation.
  6. Create flashcards for mathematical equations, chemistry reactions, physics formulas, or other subjects requiring memorization.

Conclusion

The intensive studying required for the FE exam can seem daunting at first. By strategically using the NCEES exam specifications and blueprints, you can focus your preparation on the topics most likely to be assessed. Pair these guides with practice exams, review materials, forums, and flashcards. As the exam date approaches, you will feel confident and familiar with the full list of topics slated for your particular FE exam. Your diligence will pay off with a passing score on this milestone assessment for future engineers. Stay motivated during your studies by keeping your long-term professional goals at the forefront. Preparing methodically for the FE exam will equip you with specialized engineering knowledge and set you up for the next stage of professional licensure.

Ready to begin your study journey? Enroll in one of School of PE’s comprehensive FE exam prep courses now! If you are a university student who prefers a self-study option where you can pick and choose which topics you study, check out our FE Modules!
About the Author: Khoa Tran

Khoa Tran is an electrical engineer working at the Los Angeles Department of Water and Power and is currently pursuing his master's in electrical Power from the University of Southern California. He is fluent in both Vietnamese and English and is interested in outdoor activities and exploring new things.

Thursday 6 June 2024

FE Exam Without an Engineering Background: Is It Possible? Here's the Truth

The Fundamentals of Engineering (FE) exam, also known as the Engineer in Training (EIT) exam, is the first step in becoming a licensed professional engineer in the United States. The exam is designed to test an examinee’s basic engineering knowledge, which is typically acquired through an undergraduate engineering degree. While that may be the case, there have been a few wondering “if it is possible to take and pass the FE exam without having the typical working engineering knowledge?”. The answer is maybe that not only would this endeavor be quite challenging, but the subject matter is not the only factor that decides whether or not someone could take the exam. Here's an overview of the FE exam and the feasibility of taking it without an engineering background.

FE Exam Without an Engineering Background


What is the FE Exam?

The FE exam is a 6-hour computer-based test administered year-round by the National Council of Examiners for Engineering and Surveying (NCEES). It covers core engineering subjects such as mathematics, statistics, chemistry, physics, engineering economics, ethics, and basic engineering principles within specific disciplines: Chemical Engineering, Civil Engineering, Electrical & Computer Engineering, Environmental Engineering, Industrial & Systems Engineering, Mechanical Engineering, and Other Disciplines.

As of 2024, the exam currently consists of 110 multiple-choice questions. The exact topics, however, vary slightly depending on the chosen engineering discipline; the specific subjects tested can be viewed on the NCEES website and through the exam specifications provided information.

Passing the FE exam demonstrates an understanding of basic engineering concepts and the specific discipline chosen, but it is also often the first step to acquiring an entry-level engineering position in certain industries. Obtaining an EIT certification is also required to move forward to taking the Principles and Practice of Engineering (PE) exam, which is necessary for professional engineering licensure.

Who Typically Takes the FE Exam?

Before taking the FE without a traditional background in engineering, let us go over who the exam was written for. As stated by the administrator of the exam, NCEES, the FE exam is recommended for recent engineering graduates and working engineers.

Current engineering students and recent graduates who have completed an EAC/ABET-accredited engineering program still likely have the material they learned in class fresh in their minds, making them great candidates to take the exam and pass.

The ABET (Accreditation Board for Engineering and Technology) is an ISO 9001-certified organization that accredits most engineering degree programs internationally. ABET-accredited programs would typically cover the fundamentals tested on the FE exam.

Working engineers may also take the FE exam, especially if their undergraduate degree is from a non-accredited program. The FE exam should be taken for those who are in an industry where professional licensure is required for promotions and contracting. In some states, it is required to pass the FE exam for licensure, even for experienced engineers with many years under their belt. The examinee must have the proper educational and experience credentials to register for the exam.

Is It Possible to Take the FE Exam Without an Engineering Degree?

The FE exam does not explicitly require an examinee to have an engineering degree before they are able to take it, and in some cases, engineering students are able to take it before receiving their degree. Ultimately, eligibility varies by state licensing boards, but most require a degree in engineering or engineering technology from an ABET-accredited program. Some states allow applicants to substitute education and work experience to demonstrate equivalent knowledge, and there are a few that allow anyone with a college degree in a STEM field to take it.

Without having the typical engineering educational background, is it possible to independently acquire the knowledge needed to pass the exam? Perhaps, with the right combination of self-study, practice, and determination. There is a plethora of study guides and preparation materials online, and the FE Reference Handbook provided as a study resource for the exam can supplement some fundamental knowledge gaps. Even without enrolling in engineering, topics like mathematics, physics, chemistry, and economics align with non-engineering curriculums. It is possible for an examinee to intensely self-study engineering principles not covered in their degree program, but obviously, this would require a significant amount of effort.

Steps to Prepare for the FE Exam Without an Engineering Degree

For the determined non-engineer wanting to tackle the FE exam, here are some steps to set yourself up for success:

  1. Ensure that your state licensing board allows you to take the FE without actively pursuing or already obtaining an engineering degree from an accredited program.
  2. Choose an engineering discipline exam that best aligns with your background or interests. Mechanical, electrical, civil, and chemical are common options for non-engineers.
  3. Obtain the NCEES FE Reference Handbook and examine the topics covered in the exam specifications for your chosen discipline. Identify knowledge gaps.
  4. Study FE exam prep books and materials. Many focus on the fundamentals tested and provide practice problems with solutions. Work through them meticulously.
  5. Master mathematics completely. Math is a significant component of the FE exam, so ensure algebra, trigonometry, calculus, probability, and statistics are locked down.
  6. Enroll in online courses to fill discipline-specific knowledge gaps. Many platforms, like School of PE, offer FE exam reviews or engineering fundamental courses to supplement self-study.
  7. Solve hundreds of practice exam questions. FE exam prep books and online resources provide realistic multiple-choice questions. Practice makes perfect.
  8. Don't neglect studying the general engineering principles that span disciplines, like engineering economics, ethics, and quality control.
  9. Maintain confidence in yourself. With diligence and commitment, passing the FE exam without an engineering degree IS possible. Be mentally resilient.
Conclusion

The intensive preparation required gives non-engineers a shot at passing the FE exam, though the path is undoubtedly tougher. Obtaining an engineering education and gaining practical experience before testing will set any examinee up for an easier journey. While the FE exam is passable without working engineering knowledge, hands-on learning facilitates deeper mastery of the concepts and skills tested. For non-engineers, passionately immersing oneself in a self-driven engineering education may be the ticket to success. With determination and hard work, the FE exam can be conquered by those willing to put in the effort.

Whether you are a current engineering student or someone who graduated from their engineering program many years ago, School of PE can help you prepare with confidence for your FE exam. Learn more about our courses today or register now!
About the Author: Khoa Tran

Khoa Tran is an electrical engineer working at the Los Angeles Department of Water and Power and is currently pursuing his master's in electrical Power from the University of Southern California. He is fluent in both Vietnamese and English and is interested in outdoor activities and exploring new things.