Connected vehicles are a smart opportunity for mobility data

Industry

The Internet of Things revolution is powered by a combination of connectivity, sensing and intelligence, enabling formerly dumb “things” such as vehicles to understand and respond to their environment, driving improvements in efficiency and safety.

The widespread adoption of connectivity, sensing and intelligence in millions of vehicles not only helps to make them individually safer and more efficient, but it also has the secondary effect of generating huge volumes of connected-car datasets, providing insight on road and road-adjacent situations wherever connected cars are driven.

In the last few years, automakers have become wise to this largely untapped opportunity, and a range of companies that offer data ingestion platforms and marketplaces have emerged, including Otonomo, Here and Wejo. These platforms support automakers by normalizing datasets among brands, enriching them with location context and facilitating access to a wide range of customers — typically road-focused or road-adjacent companies with problems that can be solved through access to the insights that connected vehicles can provide.

Without a doubt, connected cars are among the best-positioned IoT devices to provide insights into what is happening in the world. Active safety and autonomous driving are spurring the adoption of camera sensors, which can give rich, semantic insight into each connected car’s environment.

Vehicles are also being equipped with more powerful embedded compute, not only in the advanced driver-assistance systems domain, but also to deliver richer infotainment experiences, providing the necessary headroom to process sensor data and extract insights in field. Unlike a static smart sensor, such as a traffic camera, connected cars roam all over the globe — with each individual vehicle potentially offering insight into situations unfolding over many miles of road.

Furthermore, connected cars are expected to be among the earliest adopters of 5G in the IoT, as automakers, conscious of the lengthy lifetimes of their models and the possibility of network sunsets, seek to future-proof their connected-car designs.

However, as well positioned as automakers are to harvest a new, data-monetization revenue stream, passenger vehicles do have one major weakness — poor utilization. As I wrote this article, my car was sitting idle outside — it was not generating insights of use to anybody. The same is likely true of your car right now. Passenger-vehicle utilization rates (the amount of time a vehicle is in use) are infamously low — typically around 5 percent or eight to nine hours per week.

Conversely, smart mobility and transit vehicles, which are operated in fleets, have much higher utilization rates. A city bus can easily be in operation for eight to 10 hours per day. A typical Uber driver can be on the move for seven hours a day, with caps in place to enforce rest periods after shifts of 10 or 12 hours, and even a typical e-scooter will see more use in a week than most passenger cars.

Therefore, fleet-based smart mobility and transit vehicles are even better positioned than passenger vehicles to provide crowdsourced insights — particularly in urban contexts, where mobility and transit fleets are concentrated, as well as many of the problems that these insights can solve.

While fleet operators don’t always have access to data generated by embedded sensors in their vehicles, they are typically equipped with aftermarket telematics and advanced driver-assistance devices, which can be configured to collect custom datasets.

For example, Mobileye’s Connect 8 aftermarket advanced driver-assistance device is used in thousands of fleet-based vehicles, including ride-hailing vehicles, rental cars and buses. Through its REM mapping platform, Mobileye can provide customized insights to city authorities and local governments on the location of numerous landmarks and traffic events. Through over-the-air updates, Mobileye can modify its machine-vision algorithms to change the assets whose locations and states are aggregated, according to the application being targeted.

In the U.K., Mobileye has partnered with Ordnance Survey to determine the location of streetside assets such as manhole covers and drainage grates to avoid utility strikes during construction and roadwork. This is a good example of how data from fleet-based assets can be used to solve major city-centric problems.

Another major problem facing cities is congestion and the resulting emissions. From 2019 to 2021, Transport for London partnered with Bosch and Here to assess the impact of traffic flow on air quality, combining Bosch’s air-quality monitoring and modeling with a real-time model of driving behavior and traffic dynamics built on connected vehicle and device data ingested by Here’s location platform.

Overall, Transport for London was able to achieve a 20 percent reduction in nitrogen oxide exposure in the borough of Lambeth, while also deepening its understanding of the relationship among traffic flow, weather patterns and NOx dispersion.

As a simple byproduct of their core operation, smart mobility fleet assets regularly generate insights on road and road-adjacent events that are valuable to a wide array of potential customers, including city governments, road operators and retail chains, to help solve issues ranging from hyperlocal weather information to life-saving emission reductions.

With smart mobility operations still plagued by unprofitability, fleet operators would do well to imitate automakers in taking advantage of the data-monetization opportunity available to them.

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1 Comment

  1. The arms are prolonged above the head whereas maintaining the palms facing forward all
    through the motion. The finest shoulder exercises for women usually
    prioritize creating a balanced, toned physique rather than reaching as much mass
    as potential. That said, women’s shoulder exercises are similar to those for
    men because there’s no distinct difference between men’s and women’s shoulder muscles–just their targets.
    Effective shoulder workout routines for women include barbell shoulder
    press, dumbbell lateral raises, and upright rows.
    These exercises target the completely different heads of the deltoid and assist build power,
    stability, and suppleness within the shoulders. Women need to focus on proper form, steadily increase the intensity
    of the workout routines, and hearken to their body’s capabilities to attain the desired outcomes.

    It is a dynamic train combining yoga and conventional push-ups to create a more
    difficult shoulder exercise. It combines the normal plank exercise with the push-up exercise to create
    a tougher shoulder workout. Incline push-ups are a variation of the
    normal push-up exercise that targets the shoulders, chest, and triceps.
    Performing the train more uprightly will goal the
    shoulders greater than the chest.
    It’s typically thought of one of the prime workouts to improve shoulder stability, mobility, and overall power.

    Nonetheless, many lifters mess this train up, so pay attention to the directions.

    The upright row tends to have a nasty rap, but that is as a end result of it’s accomplished incorrectly and
    sometimes with a barbell.
    Take the shoulder press to the next degree with the bottoms-up press, a transfer that challenges your shoulder stability in new ways.

    By turning the bell upside down, you now face a serious steadiness
    challenge. To keep the bottoms-up position for the bell, you
    will now need to completely make certain your wrist is stacked instantly beneath your elbow.
    And when you finish the press, wrist and elbow
    have to be instantly below shoulder. Your aim
    is to get your smaller rotator cuff muscles driving the movement.
    As An Alternative, MH fitness director Ebenezer Samuel says
    to add shoulder movements to your workouts whilst you’re training different muscle groups or as
    one a part of full-body workouts. Your shoulders are some of the complicated joints in your entire physique.

    The underhand grip keeps the arms transferring ahead and backward,
    specifically targeting the entrance of the shoulder, which could presumably be
    onerous to do with an overhand grip. The dumbbell lateral elevate is an isolation exercise used to train the medial
    deltoid. This exercise entails shoulder abduction, taking the arms with a partial bend,
    and raising them to the aspect.
    Maintain stripping off the load as many instances as you like, even perhaps until you’re flapping empty arms.
    Past that, the most effective shoulder workouts can even make these duties of day by day dwelling that a lot easier.
    Like carrying all of your groceries in one trip, putting away dishes on the highest shelf, and even catching
    your self when you fall. Having robust, wholesome shoulders “makes us resilient to the actions of life that we’re going to come across,” Cloer says.
    The scapular wall slide targets the shoulders, scapular, and
    higher back.
    It is probably considered one of the most effective
    front increase variations that works the entrance deltoid muscle tissue.

    It also lets you use heavier weights because of the support of the bench,
    whereas the standing dumbbell front raise requires more stability.
    This helps to isolate the anterior deltoid muscles and cut back the involvement of other muscle groups.

    If you’re attempting to develop big broad shoulders,
    you’re going to should let go of the ego. Shoulders are a muscle that folks tend to undertrain, prepare incorrectly or ignore altogether.

    I’ll use my useful Muscle Markers to point out you each of the deltoid heads.
    It’s additionally among the more advanced workouts on this list, so ensure you get the form right before
    upping the plates.
    When your shoulders feel stiff, stretching might appear to be the
    obvious answer. However in many instances, stretching is just a momentary
    repair somewhat than an actual solution — and when it comes to the shoulders, stretching
    can even make issues worse. We’ll ship you the most recent coaching plans, movies, diet guides and offers.

    Like the again session, your shoulder exercise consists of
    five workouts, from heavy presses to isolation workouts like lateral raises to hit your shoulders from each
    totally different angle. You don’t wish to ignore any part of this
    complex muscle group for complete delt improvement.
    Performing the targeted exercises listed above helps strengthen your
    shoulders, and alleviate and forestall ache and injury.

    Since most upper-body movements contain your shoulders indirectly or another, you solely have to
    do one unique shoulders workout per week. As An Alternative, you can incorporate
    some shoulder exercises (like the ones below, that are excellent for health club or at-home shoulder workouts) into your total-body exercises.
    If you wish to build an even bigger and stronger rear delt, 
    you must add bent-over lateral raises to your shoulder workout routine.

    The Arnold dumbbell shoulder press is a good exercise for building shoulder muscular
    tissues. Arnold’s press stands out from the crowd relating to the most effective dumbbell exercise for shoulder muscular tissues with the best vary
    of motion. That said, you would be finest served should you do not plan out
    an entire cut up centered on pounding your shoulders with
    heavy weights, as you’ll for different muscle groups like your legs.

    Swimmers, baseball players, and other athletes could also be
    more likely to expertise this kind of damage. In circumstances the place
    the physique does not reply to those conservative treatments, medical
    doctors may suggest surgery. The authors of a 2017 examine observe that 60% of circumstances reply properly to conservative therapy inside
    2 years. In some circumstances, doctors may then order imaging tests, such as an X-ray or MRI scan,
    to rule out other potential causes of the ache.
    Bodyweight shoulder exercises are sometimes ideal for beginners because they don’t require
    fitness center tools. Repeat the five steps above on your
    preferred number of reps, keeping in mind your body’s limits and proper
    form. Sustaining proper form for an Arnold press entails
    maintaining your again straight, participating your core, and avoiding arching your back.
    You also wants to be positive that your elbows are bent at a 90-degree angle throughout the movement to keep away from shoulder ache or harm.
    Readers with accidents like rotator cuff tears or
    impingement syndrome ought to consequently avoid doing Arnold presses because the exercise could worsen or
    worsen the situation. Shoulder exercises are beneficial for nearly everyone, as they’re an efficient way to strengthen and enhance flexibility in the shoulders and neck.
    Moreover, women and men profit equally from shoulder workout routines as there aren’t any particular distinctions between gendered exercises.

    Ache with throwing (such as pitching a baseball) suggests anterior glenohumeral instability.
    Patients who complain of generalized joint laxity usually have multidirectional glenohumeral instability.

    Since an Arnold press is an effective warm-up shoulder exercise,
    a lighter load should make up 25% of your rep range.
    Like different muscle tissue in your body, shoulder muscle tissue include
    plenty of elastic fibers. These fibers give them flexibility and permit
    them to contract (tighten). They are purple and white, so they give the impression of being striated (striped
    or streaked). They’re voluntary muscular tissues, meaning you
    control how they move and work. Some different muscular tissues in your physique, such as those in your coronary heart, are involuntary.
    If ache fails to enhance with these approaches after a pair weeks,
    one thing more sinister could additionally be at play, especially if you
    have weakness in your arm or can’t carry it.
    This might be signaling a full-on torn rotator cuff, says Dr.

    Camp.
    Repetitive rubbing of the muscular tissues against the bone can lead to
    tendinitis, which is a type of irritation, and even presumably
    lead to tears that may require surgery in the future. It is important
    to find a way to tell the distinction between normal soreness and pain. Regular ache, weakness in the arm,
    or limitation of joint motion will become almost second nature to
    some folks, main them to not seek remedy. Nonetheless, ignoring the pain and “playing through” a shoulder injury only aggravates the situation and should possibly
    trigger extra issues. Dip on the knees and use your legs to help explosively press
    the burden overhead. If you’ve been stretching your shoulders to relieve
    stiffness however aren’t seeing results — or worse, are feeling more discomfort — it’s time to rethink your
    method. By working towards the targeted energy, mobility
    and respiratory exercises above, you probably can address the foundation causes of the tension,
    improve perform and stop future discomfort.
    Depending on what brought on your ache, relaxation can mean taking a break
    from any actions that contributed to your harm.
    Avoid heavy lifting, reaching above shoulder height, and transferring into
    positions that worsen the ache. If you work in a job that requires overhead motions or heavy lifting,
    you may must take time off or request a change in responsibilities.
    Your doctor would possibly recommend maintaining the affected shoulder nonetheless by placing it in a sling or different shoulder immobilizer.
    Incorporate particular workouts to strengthen your rotator cuff muscle tissue, similar to exterior and inside rotations using
    resistance bands or mild dumbbells. A stronger rotator cuff offers stability to
    the shoulder joint and might help forestall
    pain and injuries. Physical therapy plays a significant role
    in weightlifting post-surgery, aiding sufferers in regaining strength, flexibility, and vary of motion, while
    lessening the possibility of re-injury.
    Patients need to thoughtfully weigh the potential risks and
    advantages of resuming heavy lifting post-shoulder replacement surgical
    procedure. It is important to notice that the flexibility to measure clinically vital enhancements in these patients’ performance could additionally be limited due to these components.

    Many weightlifters return to heavy lifting after
    shoulder substitute, regardless of surgeon’s suggestions towards it.
    Nevertheless, it is necessary to observe that these weightlifters often experience decrease lifting performance than before surgery.

    That way, you drive your back to do most of the work,
    not your biceps and rear deltoids. If you have a look at how high-level bodybuilders perform barbell rows, you’ll discover that
    the majority carry out the train differently. Some lean ahead till the purpose of parallel; others stand nearly upright.
    Some choose an underhand grip over an underhand grip, and some use
    a wide grip while others maintain their palms nearer together.
    Your back consists of several major muscle groups, together with your lats,
    trapezius, rhomboids, and the erector spinae in your lower back.
    Your delts are divided into the anterior deltoid, the lateral deltoid, and the posterior deltoid.

    When it involves performance, nearly all athletic actions
    depend in your back.
    In the pursuit of a satisfying weightlifting journey, safeguarding your shoulder health is paramount.
    By understanding the intricate balance between correct technique,
    muscle symmetry, and gradual progression, you possibly can tackle
    and forestall shoulder pain from weightlifting. Embracing a holistic method
    that includes focused exercises, warm-up routines, and cross-training
    actions empowers you to cultivate sturdy, pain-free shoulders.

    As Quickly As you’ve accomplished two units of two different workout routines back-to-back, you are
    taking a daily set rest. When you carry out a superset, instead of doing
    just one train at a time and taking a break in between,
    you mix two completely different ones and do them back-to-back with out resting.
    The tricep pushdown is widely recognized as a staple among arm exercises as
    a end result of its popularity and effectiveness.

    References:

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