Quantcast
Jump to content

  • Welcome to Auto Parts Forum

    Whether you are a veteran automotive parts guru or just someone looking for some quick auto parts advice, register today and start a new topic in our forum. Registration is free and you can even sign up with social network platforms such as Facebook, Twitter, Google, and LinkedIn. 

     

End-to-end Learning System Using Recursive Neural Networks


Recommended Posts

Farreo has developed an end-to-end learning system for speed control. The system adopts the function of neuron network and long-term memory (LSTM), which is a recurrent neural network (RNN), and can learn long-term dependencies.

The new system was developed by Wirbel and her colleagues, who also deployed an artificial neural network (ANN), which relies on in-depth learning technology. The network has been provided with a large number of demonstrations of human drivers'vehicle operation, which are recorded by forward-looking cameras and can be closely related to the driver's visual field when driving.

The neuron network will also be trained to imitate the driver's behavior, especially focusing on reproducing the current speed of the vehicle. For example, when the input image contains a speed-limiting panel of 50 km/h, the neuron network will ensure that the current speed of the vehicle is not higher than 50 km/h.

Perhaps in the near future, the neuron network system will be deployed in the automatic driving vehicle to improve the efficiency of speed control and achieve more intuitive driving control. Researchers plan to apply this proof-of-concept to more complex driving situations, adding a variety of complex driving manipulations, such as diversion, turning at intersections or vehicle navigation at roundabouts.

Link to comment
Share on other sites

Join the conversation

You can post now and register later. If you have an account, sign in now to post with your account.
Note: Your post will require moderator approval before it will be visible.

Guest
Reply to this topic...

×   Pasted as rich text.   Paste as plain text instead

  Only 75 emoji are allowed.

×   Your link has been automatically embedded.   Display as a link instead

×   Your previous content has been restored.   Clear editor

×   You cannot paste images directly. Upload or insert images from URL.

  • Similar Topics

    • By Counterman
      Known for its premium-quality motor oils and additives, LIQUI MOLY recently introduced an AC-system cleaner.
      The powerful cleaning solution is designed to improve the efficiency and lifespan of HVAC systems as well as create a healthier environment inside the vehicle, according to the company.
      Over time, a vehicle’s air-conditioning system accumulates dirt, bacteria and mold, which reduces its effectiveness and increases the risk of malfunctions.
      LIQUI MOLY’s AC-system cleaner solution is specially formulated to remove bacteria, mold and other contaminants from the evaporator and its casing. The AC unit’s ducting is cleaned as well, which is important for removing foul odors.
      Keeping the AC system clean also restores the system to optimal performance, extends the life of the AC components and reduces energy consumption.
      “The AC-system cleaner is an essential tool to properly maintain a vehicle’s HVAC system,” said Eva Tran, LIQUI MOLY USA’s director of marketing. “Our customers trust us to provide high-quality products that deliver real results and our AC-system cleaner is no exception. It’s easy to use, affordable and keeps your vehicle’s interior air healthy and smelling fresh.”
      The LIQUI MOLY AC-cleaning system is available from LIQUI MOLY’s network of distributors and authorized dealers. To purchase the cleaning fluid, ask for part No. 20001 (U.S.) or part No. 22088 (Canada). You also will need the applicator tool, which is part No. 4090.
      The post
      link hidden, please login to view appeared first on link hidden, please login to view.
      link hidden, please login to view
    • By Garage Gurus
      Designed to improve gas mileage and performance, the intake manifold runner control (IMRC) can cause issues if it isn't running ...
    • By Garage Gurus
      For a vehicle that's experiencing poor engine performance, it may be necessary to test the ignition coil system. Follow along as ...
    • By Counterman
      Now part of the Rislone Hy-per premium performance-chemical family, Rislone Hy-per Cool Radiator Cleaner & Super Flush (p/n HFL400) is formulated to remove damaging coolant deposits that build up over time and cause engine overheating.
      It also neutralizes acids and helps prevent the formation of scale deposits for longer system life. Its Heavy Duty Xtreme Clean formula cleans the entire cooling system, removing solder bloom, oily residue, rust and scale.
      “One of the unique elements of Rislone Hy-per Cool Radiator Cleaner & Super Flush is that it includes a water pump lubricant and inhibitors that protect the water pump during cleaning,” explains Clayton Parks, vice president of strategic development for Rislone. “This helps prevent other coolant-related issues from developing due to the flushing process.”
      Rislone Hy-per Cool Radiator Cleaner & Super Flush is fast, easy and safe to use in all cooling systems. It removes deposits and coolant gel for a complete cleaning in about 30 minutes. Another benefit: Clean systems run cooler. Customers can use Super Flush every time coolant is changed, whether for light system flushing or heavy-duty cleaning. Rislone recommends treating systems of up to 16 quarts with one 16-ounce (473-millileter) bottle. 
      For best results, add a bottle of Rislone Hy-per Cool Super Coolant when refilling the system to deliver optimal heat transfer performance.
      Like all Rislone Hy-per products, Radiator Cleaner & Super Flush is made in the U.S.A. For a limited time, get a $5 mail-in rebate with every purchase of Rislone Hy-per Cool Radiator Cleaner. Visit 
      link hidden, please login to view to learn more. Check out Rislone Hy-per Cool Radiator Cleaner & Super Flush, as well as the full Rislone lineup, in booth 3616 at AAPEX, Nov. 1-3, 2022 at the Venetian Expo in Las Vegas.
      The post
      link hidden, please login to view appeared first on link hidden, please login to view.
      link hidden, please login to view
    • 30% OFF all service and repair manuals
    • By Mighty Auto Parts
      The post
      link hidden, please login to view appeared first on link hidden, please login to view. The shop had performed a service on the customer’s 2015 Silverado equipped with a 6.6L Duramax Turbo Diesel, which included a fuel filter replacement. Weeks later the customer contacts the shop owner requesting re- imbursement in the amount of $14,000 to cover the repair cost of the fuel injection system due to an alleged defective […]
      The post
      link hidden, please login to view appeared first on link hidden, please login to view.
      link hidden, please login to view

×
  • Create New...