Will Autonomous Vehicle Makers Get Back into Gear in 2022? – InformationWeek
Like many manufacturers, autonomous vehicle (AV) developers suffered through a 2021 that was rocked by semiconductor shortages, global supply chain disruptions, eroding customer confidence, and other challenges.
Heading into 2022, the AV industrys biggest challenges will continue to be a disrupted supply chain, chip shortages, and a skeptical public. AVs rely on AI technology in the form of graphics processor units (GPUs) to handle deep learning and machine learning tasks. Those chips are advancing with Qualcomms SnapDragon being a big one and NVIDIA in the space as well with the TX2/Jetson models, says Chris Mattmann, CTIO at the NASA Jet Propulsion Laboratory. With the supply chain crisis that includes chip manufacturing, getting these chips and many of them per vehicle is even more important in the autonomous vehicle industry than it is in the consumer sector.
Moving into 2022, many AV manufacturers hope to build trust with increasingly skeptical lawmakers and consumers. Phil Koopman, a Carnegie-Mellon University associate professor with appointments in the department of electrical and computer engineering and with the Robotics Institute, believes that Tesla's use of vehicle owners as beta testers is reckless and damaging to the image of the entire autonomous vehicle industry. Reckless, because [drivers] are running stop signs, running red traffic lights, and veering across centerlines on public roads, he explains. Tesla is using civilian drivers who are neither specifically trained in testing safety nor operating according to best practices for road testing safety.
Koopman says that the stance taken by the entire AV industry to push back hard against any requirement to follow safety standards further erodes public trust. He notes that manufacturers face a choice in 2022 and beyond. They can continue to take an adversarial approach with regulators and have a problem when a high-profile crash forces regulators to intervene, or they can take a cooperative approach now while they still have time.
An excellent first step, Koopman says, would be for AV developers to voluntarily agree to follow the SAE J3018 standard for safe road tests. The industry itself wrote that standard based on lessons learned from the Uber ATG testing fatality in Tempe, Arizona, but there is not a single AV company that will publicly pledge to follow that standard.
The biggest challenge for vehicle manufacturers and their technology partners is developing models that can deliver a true autonomous driving experience. Within the AV industry, full autonomy is referred to as Level 5 Advanced Driver Assistance Systems (ADAS). At Level 5, there is no human intervention required and the vehicle is fully capable of driving itself, says Matt Desmond, automotive principal industry analyst at business advisory firm Capgemini Americas.
None of the AVs marketed to be sold in the next few years will incorporate Level 5 ADAS. Delivering a truly autonomous vehiclewithout steering wheel, accelerator, or brakesis a steep technological and safety challenge, and there are many significant hurdles to achieving fully autonomous solutions, Desmond says. In the meantime, leading vehicle manufacturers and technology firms are investing massive sums in developing, testing, and refining AV systems in an effort to mitigate technical issues and deliver a robust technology foundation, he notes.
As things currently stand, Level 5 ADAS vehicles may not reach market for at least several years. The reality is that the core technologies of ADAS needs to mature to a point where virtually any scenario can be identified and addressed safely by the autonomous software, Desmond explains. He notes that vehicle manufacturers and technology providers have already driven AVs for thousands of hours to train the onboard software to learn various driving environments. However, there's still much more work to do, especially in scenarios where there is inclement weather, such as snow, mud, sand, or rain, that can possibly interfere with sensors.
Several key issues need to be resolved before Level 5 ADAS vehicles can become mainstream transportation technology. Besides addressing the core technical challenges presented by code complexity, network latency, and hardware gaps, numerous market- and legal-oriented matters must be settled. Taken as a whole, the industry and the ecosystems of business, law, policy, and culture have a long way to go to provide solutions for the mass market deployment of autonomous vehicles, Desmond says.
In a sense, AV developers are facing a chicken and egg scenario, since many potential ADAS challenges can't be fully vetted and resolved until production AVs are released to market, Desmond says. As real production dates for autonomous vehicles are announced, we believe we will see real traction for resolution of these issues from the car and technology companies developing ADAS products, the insurance industry, and federal, state and local regulatory agencies.
While fully autonomous vehicles won't be generally available in the near-term, autonomous features will continue to be added to conventional vehicles, observed Raj Rajkumar, a professor in Carnegie-Mellon University's department of electrical and computer engineering and co-director of the General Motors-Carnegie Mellon Vehicular Information Technology Collaborative Research Lab. The endpoint of full autonomy will not be an overnight revolution, but the final stop in an evolutionary path of progress with multiple milestones, he says.
What to Read Next:
Data Innovation in 2021: Supply Chain, Ethical AI, Data Pros in High Demand
Seaports, Backlogged Supply Chain Seek a Digital Response
RPA Deals Heat Up Amid Faster Digital Transformation Pushes
Link:
Will Autonomous Vehicle Makers Get Back into Gear in 2022? - InformationWeek
- Open source machine learning systems are highly vulnerable to security threats - TechRadar - December 22nd, 2024 [December 22nd, 2024]
- After the PS5 Pro's less dramatic changes, PlayStation architect Mark Cerny says the next-gen will focus more on CPUs, memory, and machine-learning -... - December 22nd, 2024 [December 22nd, 2024]
- Accelerating LLM Inference on NVIDIA GPUs with ReDrafter - Apple Machine Learning Research - December 22nd, 2024 [December 22nd, 2024]
- Machine learning for the prediction of mortality in patients with sepsis-associated acute kidney injury: a systematic review and meta-analysis - BMC... - December 22nd, 2024 [December 22nd, 2024]
- Machine learning uncovers three osteosarcoma subtypes for targeted treatment - Medical Xpress - December 22nd, 2024 [December 22nd, 2024]
- From Miniatures to Machine Learning: Crafting the VFX of Alien: Romulus - Animation World Network - December 22nd, 2024 [December 22nd, 2024]
- Identification of hub genes, diagnostic model, and immune infiltration in preeclampsia by integrated bioinformatics analysis and machine learning -... - December 22nd, 2024 [December 22nd, 2024]
- This AI Paper from Microsoft and Novartis Introduces Chimera: A Machine Learning Framework for Accurate and Scalable Retrosynthesis Prediction -... - December 18th, 2024 [December 18th, 2024]
- Benefits and Challenges of Integrating AI and Machine Learning into EHR Systems - Healthcare IT Today - December 18th, 2024 [December 18th, 2024]
- The History Of AI: How Machine Learning's Evolution Is Reshaping Everything Around Us - SlashGear - December 18th, 2024 [December 18th, 2024]
- AI and Machine Learning to Enhance Pension Plan Governance and the Investor Experience: New CFA Institute Research - Fintech Finance - December 18th, 2024 [December 18th, 2024]
- Address Common Machine Learning Challenges With Managed MLflow - The New Stack - December 18th, 2024 [December 18th, 2024]
- Machine Learning Used To Classify Fossils Of Extinct Pollen - Offworld Astrobiology Applications? - Astrobiology News - December 18th, 2024 [December 18th, 2024]
- Machine learning model predicts CDK4/6 inhibitor effectiveness in metastatic breast cancer - News-Medical.Net - December 18th, 2024 [December 18th, 2024]
- New Lockheed Martin Subsidiary to Offer Machine Learning Tools to Defense Customers - ExecutiveBiz - December 18th, 2024 [December 18th, 2024]
- How Powerful Will AI and Machine Learning Become? - International Policy Digest - December 18th, 2024 [December 18th, 2024]
- ChatGPT-Assisted Machine Learning for Chronic Disease Classification and Prediction: A Developmental and Validation Study - Cureus - December 18th, 2024 [December 18th, 2024]
- Blood Tests Are Far From Perfect But Machine Learning Could Change That - Inverse - December 18th, 2024 [December 18th, 2024]
- Amazons AGI boss: You dont need a PhD in machine learning to build with AI anymore - Fortune - December 18th, 2024 [December 18th, 2024]
- From Novice to Pro: A Roadmap for Your Machine Learning Career - KDnuggets - December 10th, 2024 [December 10th, 2024]
- Dimension nabs $500M second fund for 'still contrary' intersection of bio and machine learning - Endpoints News - December 10th, 2024 [December 10th, 2024]
- Using Machine Learning to Make A Really Big Detailed Simulation - Astrobites - December 10th, 2024 [December 10th, 2024]
- Driving Business Growth with GreenTomatos Data and Machine Learning Strategy on Generative AI - AWS Blog - December 10th, 2024 [December 10th, 2024]
- Unlocking the power of data analytics and machine learning to drive business performance - WTW - December 10th, 2024 [December 10th, 2024]
- AI and the Ethics of Machine Learning | by Abwahabanjum | Dec, 2024 - Medium - December 10th, 2024 [December 10th, 2024]
- Differentiating Cystic Lesions in the Sellar Region of the Brain Using Artificial Intelligence and Machine Learning for Early Diagnosis: A Prospective... - December 10th, 2024 [December 10th, 2024]
- New Amazon SageMaker AI Innovations Reimagine How Customers Build and Scale Generative AI and Machine Learning Models - Amazon Press Release - December 10th, 2024 [December 10th, 2024]
- What is Machine Learning? 18 Crucial Concepts in AI, ML, and LLMs - Netguru - December 5th, 2024 [December 5th, 2024]
- Machine learning-based prediction of antibiotic resistance in Mycobacterium tuberculosis clinical isolates from Uganda - BMC Infectious Diseases - December 5th, 2024 [December 5th, 2024]
- Interdisciplinary Team Needed to Apply Machine Learning in Epilepsy Surgery: Lara Jehi, MD, MHCDS - Neurology Live - December 5th, 2024 [December 5th, 2024]
- A multimodal machine learning model for the stratification of breast cancer risk - Nature.com - December 5th, 2024 [December 5th, 2024]
- Machine learning based intrusion detection framework for detecting security attacks in internet of things - Nature.com - December 5th, 2024 [December 5th, 2024]
- Machine learning evaluation of a hypertension screening program in a university workforce over five years - Nature.com - December 5th, 2024 [December 5th, 2024]
- Vaultree Introduces VENum Stack: Combining the Power of Machine Learning and Encrypted Data Processing for Secure Innovation - PR Newswire - December 5th, 2024 [December 5th, 2024]
- Direct simulation and machine learning structure identification unravel soft martensitic transformation and twinning dynamics - pnas.org - December 5th, 2024 [December 5th, 2024]
- AI and Machine Learning - Maryland to use AI technology to manage traffic flow - SmartCitiesWorld - December 5th, 2024 [December 5th, 2024]
- Researchers make machine learning breakthrough in lithium-ion tech here's how it could make aging batteries safer - Yahoo! Voices - December 5th, 2024 [December 5th, 2024]
- Integrating IoT and machine learning: Benefits and use cases - TechTarget - December 5th, 2024 [December 5th, 2024]
- Landsat asks industry for artificial intelligence (AI) and machine learning for satellite operations - Military & Aerospace Electronics - December 5th, 2024 [December 5th, 2024]
- Machine learning optimized efficient graphene-based ultra-broadband solar absorber for solar thermal applications - Nature.com - December 5th, 2024 [December 5th, 2024]
- Polymathic AI Releases The Well: 15TB of Machine Learning Datasets Containing Numerical Simulations of a Wide Variety of Spatiotemporal Physical... - December 5th, 2024 [December 5th, 2024]
- Prediction of preterm birth using machine learning: a comprehensive analysis based on large-scale preschool children survey data in Shenzhen of China... - December 5th, 2024 [December 5th, 2024]
- Application of machine learning algorithms to identify serological predictors of COVID-19 severity and outcomes - Nature.com - November 30th, 2024 [November 30th, 2024]
- Predicting the time to get back to work using statistical models and machine learning approaches - BMC Medical Research Methodology - November 30th, 2024 [November 30th, 2024]
- AI and Machine Learning - US releases recommendations for use of AI in critical infrastructure - SmartCitiesWorld - November 30th, 2024 [November 30th, 2024]
- Machine learning-based diagnostic model for stroke in non-neurological intensive care unit patients with acute neurological manifestations -... - November 28th, 2024 [November 28th, 2024]
- Analysis of four long non-coding RNAs for hepatocellular carcinoma screening and prognosis by the aid of machine learning techniques - Nature.com - November 28th, 2024 [November 28th, 2024]
- Evaluation and prediction of the physical properties and quality of Jatob-do-Cerrado seeds processed and stored in different conditions using machine... - November 28th, 2024 [November 28th, 2024]
- Researchers use fitness tracker data and machine learning to detect bipolar disorder mood swings - Medical Xpress - November 28th, 2024 [November 28th, 2024]
- Advances in AI and Machine Learning for Nuclear Applications - Frontiers - November 28th, 2024 [November 28th, 2024]
- Researchers make machine learning breakthrough in lithium-ion tech here's how it could make aging batteries safer - The Cool Down - November 28th, 2024 [November 28th, 2024]
- Svitla Systems Publishes Results of the Study on Machine Learning's Role in Credit Scoring - Newsfile - November 28th, 2024 [November 28th, 2024]
- Predicting poor performance on cognitive tests among older adults using wearable device data and machine learning: a feasibility study - Nature.com - November 28th, 2024 [November 28th, 2024]
- Quantum Machine Learning: Bridging the Future of AI and Quantum Computing - TechBullion - November 28th, 2024 [November 28th, 2024]
- AI and machine learning trends in healthcare - Healthcare Leader - November 28th, 2024 [November 28th, 2024]
- Identification of biomarkers for the diagnosis in colorectal polyps and metabolic dysfunction-associated steatohepatitis (MASH) by bioinformatics... - November 28th, 2024 [November 28th, 2024]
- Revolutionizing Business Systems with Machine Learning: Practical Innovations for the Modern Era - TechBullion - November 28th, 2024 [November 28th, 2024]
- Can AI improve plant-based meats? Using mechanical testing and machine learning to mimic the sensory experience - Phys.org - November 16th, 2024 [November 16th, 2024]
- Machine Learning Reveals Impact of Microbial Load on Gut Health and Disease - Genetic Engineering & Biotechnology News - November 16th, 2024 [November 16th, 2024]
- Machine learning for predicting in-hospital mortality in elderly patients with heart failure combined with hypertension: a multicenter retrospective... - November 16th, 2024 [November 16th, 2024]
- Apple Researchers Propose Cut Cross-Entropy (CCE): A Machine Learning Method that Computes the Cross-Entropy Loss without Materializing the Logits for... - November 16th, 2024 [November 16th, 2024]
- Exploring electron-beam induced modifications of materials with machine-learning assisted high temporal resolution electron microscopy - Nature.com - November 16th, 2024 [November 16th, 2024]
- Facilitated the discovery of new / Co-based superalloys by combining first-principles and machine learning - Nature.com - November 16th, 2024 [November 16th, 2024]
- Thwarting Phishing Attacks with Predictive Analytics and Machine Learning in 2024 - Petri.com - November 16th, 2024 [November 16th, 2024]
- Optoelectronic performance prediction of HgCdTe homojunction photodetector in long wave infrared spectral region using traditional simulations and... - November 16th, 2024 [November 16th, 2024]
- A new approach for sex prediction by evaluating mandibular arch and canine dimensions with machine-learning classifiers and intraoral scanners (a... - November 16th, 2024 [November 16th, 2024]
- AI and Machine Learning - Google and National League of Cities develop AI toolkit - SmartCitiesWorld - November 16th, 2024 [November 16th, 2024]
- Machine learning for the physics of climate - Nature.com - November 14th, 2024 [November 14th, 2024]
- Red Hat acquires tech to lower the cost of machine learning - ComputerWeekly.com - November 14th, 2024 [November 14th, 2024]
- SUU Professor Receives Grant to Develop Machine Learning Certificate - Southern Utah University - November 14th, 2024 [November 14th, 2024]
- Research on the timing for subsequent water flooding in Alkali-Surfactant-Polymer flooding in Daqing Oilfield based on automated machine learning -... - November 14th, 2024 [November 14th, 2024]
- SNPs and blood inflammatory marker featured machine learning for predicting the efficacy of fluorouracil-based chemotherapy in colorectal cancer -... - November 14th, 2024 [November 14th, 2024]
- Speech production under stress for machine learning: multimodal dataset of 79 cases and 8 signals - Nature.com - November 14th, 2024 [November 14th, 2024]
- Xbox Series X Machine Learning Hardware Has Some Use Cases, But Microsoft Never Showed Interest in Doing Anything With It - Wccftech - November 14th, 2024 [November 14th, 2024]
- Get An Introduction to Optimization: With Applications to Machine Learning, 5th Edition for FREE and save $106! - BetaNews - November 14th, 2024 [November 14th, 2024]
- New Study Uses fMRI and Machine Learning to Explore Brain Function - AZoRobotics - November 14th, 2024 [November 14th, 2024]
- Introduction to Machine Learning (ML) | by Venkat | Nov, 2024 - Medium - November 14th, 2024 [November 14th, 2024]
- The future of PC gaming will be AI-driven - AMD confirms machine learning FSR 4 for 2025, launching in Call of Duty: Black Ops 6 - TechRadar - November 4th, 2024 [November 4th, 2024]
- Machine-Learning Platform Gives DoD Ability To ID Threat Network Activity - Defense Innovation Unit - November 4th, 2024 [November 4th, 2024]
- Machine Learning Offers a Water Bill Discount to Wealthy Portlander - Willamette Week - November 4th, 2024 [November 4th, 2024]