2004 Ford F-250 Super Duty Lariat Crew Cab Pickup 4-door 6.0l on 2040-cars

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Ford partnering with MIT, Stanford on autonomous vehicle research

Ask any car engineer what's the biggest variable in achieving fuel economy targets, and he'll tell you "the driver." If one human can't understand human driving behavior enough to be certain about an innocuous number like miles per gallon, how is an autonomous car supposed to figure out what hundreds of other drivers are going to do in the course of a day? Ford has enlisted the help of Stanford and the Massachusetts Institute of Technology to find out.
Starting with the automated Fusion Hybrid introduced in December, MIT will be developing algorithms that driverless cars can use to "predict actions of other vehicles and pedestrians" and objects within the three-dimensional map provided by its four LIDAR sensors.
The Stanford team will research how to extend the 'vision' of that LIDAR array beyond obstructions while driving, analogous to the way a driver uses the entire width of a lane to see what's ahead of a larger vehicle in front. Ford says it wants to "provide the vehicle with common sense" as part of its Blueprint for Mobility, preparing for an autonomous world from 2025 and beyond.

How Ford switched gears for the all-new F-150

Editor's Note: This story is authored by Julia Halewicz, a senior editor with AOL's Custom Solutions Group. She holds a Masters in Journalism from NYU and has spent her career as an editor of various newspapers, magazines and digital outlets. Last year on the Friday before Labor Day, the 2014 Ford F-150 pickup truck came off the Dearborn assembly line for the last time. After the last seam was welded, the F-150 that had been so beloved by American consumers would begin the transition from traditional steel manufacturing to an aluminum body, and the second phase of Ford's 2007 blueprint for sustainability would begin. Jobs would be created, and Ford would deliver a stronger product to its consumers. It was a moment Ford would call the biggest in the company's 111-year history. Breaking The Mold For some, the change was almost unfathomable. How could a truck be made with aluminum, and why change what clearly was working very well for the company? "We have a saying at Ford that leaders lead," said Doug Scott, the company's truck group marketing manager. "This was an ideal product to make with aluminum-alloy, because lightweighting made so much sense for a truck, because the extent to which you could take weight out of a truck, you could add more value to the customer in terms of more towing, more payload, more durability, more efficiency – so again all this required us to be out in front further out in front that we normally would be to make sure that we would deliver on all those expectations." Ford began the planning process about five years before the first aluminum F-150 would come to market. The company had a lot of questions. What was customer acceptance of aluminum, could they build the truck, and could the truck be repaired out in the field? Finally, Ford needed to determine if there were enough materials available to support the demand for the F-Series. Aluminum vehicles aren't unusual, but had never been built on the scale of the F-150 – approximately one every minute. Ford created two prototypes to determine if the product would meet and exceed consumer expectations. Any change to the vehicle had to be justified in performance, safety and economy. An aluminum truck needed to be safer, lighter, have increased payload, haul more, and have improved fuel efficiency. After driving the prototypes, Ford knew it was ready to move forward. Once the aluminum truck was ready to build, the next challenge was quickly transforming the plant.

Top horsepower-per-dollar cars in 2017

Bang for the buck. That quasi-scientific statistic is bandied about by motor heads everywhere from classrooms to barrooms, though the truth of the matter is that it's exceedingly complex to measure. A fair performance-per-dollar index would include something like cross-referencing MSRP (Manufacturers Suggested Retail Price) with point-to-point times on a track or driving route, which is obviously hard to do comprehensively. But, for the sheer joy of talking about cars and playing with a big spreadsheet, there's always the horsepower-per-dollar index, which is more straightforward, albeit hilariously flawed. There are vagaries even with this simple formula, of course: MSRP for vehicles can change at a moment's notice, to say nothing of the bottom-line shifting that happens with local deals or showroom negotiation. For this list we're running with the straight MSRP wherever possible, and as recently reported as we can get it. All the vehicles on this list are 2017 models, and all trims are reported where the lowest price and differing power levels intersect. Some choices were made for personal preference and some for sanity, avoiding things like all 48 trim levels of the Ford Transit, all with the same horsepower). If this list were a simple top ten, or even a top fifty, you'd be bored to tears with all the red, white and blue that is represented. Following perfectly with conventional wisdom, American cars really do lead the world where hp/$ is concerned. So, for the sake of variety (and the sheer joy of seeing a minivan 'win' one round of this thing) I've sorted out some top five and bottom five lists for broad power categories. Let's dive in. Less Than 100 Horsepower Okay, okay, this is hardly a category we'll grant you. But we've often tried to click off all the sub-100-hp cars on sale in the US, and making this list gave us an excuse. It also illustrates that none of these smallish vehicles bring cheap horsepower to the table - for that you'll need a motorcycle. The segment-leading Chevy Spark (above) asks just over $139 for each hp, and that Smart Fortwo Electric Drive has hp on sale for about the same price as its very distant family cousin, the Mercedes-Benz SL65 AMG (insert your favorite Smart joke here... we know you want to).