15 July 2015

Majka Dominates Stage 11!

The second Pyrenees stage was raced on yet another gorgeous French summer day.  Riders were challenged by warm temperatures (33 C or 91 F) during their climbs.  Below is a screen grab of the peloton during the climb up Col d'Aspin (click on the image for a larger view).
The Tour de France is a grueling athletic event, but look at that view for those who can do it!  Dan Martin was the first to reach the peak of Col d'Aspin (click on the image below for a larger view).
Martin had a great day.  He was aggressive and climbed with an enormous amount of grit.  But Martin was a minute slower than today's winner, Polish cyclist Rafał Majka, who made his move on the 17.1-km (10.6-mi) ascent up Col du Tourmalet.  When he crossed the peak, he had a 5.5-minute lead on his competition (click on the image for a larger view).
Majka was positively flying down Col du Tourmalet, expertly navigating hairpin turns and avoiding fans.  His downhill technique definitely minimized air drag (click on the image for a larger view).
Imagine sitting on a bike like that while zooming downhill at 80 kph (50 mph)!  My favorite moment on the Col du Tourmalet descent was when some cows decided to join the race (click on the image for a larger view).
That is French cyclist Warren Barguil who's the object of bovine curiosity.  Luckily, no cyclist was injured.

Cows aside, the day belonged to Rafał Majka (click on the image for a larger view).
Below is his winning time and a comparison with our prediction.
  • Stage 11:  5h 02' 01" (actual), 4h 58" 09" (prediction), 03' 52" fast (-1.28% error)
Given how far ahead Majka was at the end, there was no sprint for first.  Had there been, we would have been even closer.  I was hoping for a big sprint to get the winner under five hours.  But we'll definitely take that error!  Below is Majka's average speed.
  • Stage 11:  10.37 m/s (37.35 kph or 23.21 mph)
Stage 12 is sure to be the toughest Pyrenees stage.  Commencing in the commune of Lannemezan, the 195-km (121-mi) stage takes riders southeast to the ski resort at Plateau de Beille.  Sprinters will be thrown a bone after only about 20 km (12 mi) before the real stage gets underway.  A category-2 climb will get riders to 1069 m (3507 ft) on Col de Portet d'Aspet, and that's just the warm-up.  Two category-1 climbs, the first to the 1395-m (4577-ft) peak of Col de la Core and the second to the 1517-m (4977-m) peak of Port de Lers, occupy the middle of the stage.  If that's not enough mountain brutality, cyclists will have to finish the stage with a 15.8-km (9.82-mi) hors catégorie climb to the 1780-m (1.106-mi) ski resort.  I believe I counted six riders who abandoned the race today.  How many will tomorrow's stage claim?  Below is our prediction.
  • Stage 12:  5h 38' 04" (prediction)
Because of the difficulty, length, and timing of the stage, we've backed off our model's power ever so slightly.  Will cyclists hold back and save themselves for the Alps or will some try to cut into Chris Froome's lead?  It will be fun watching the best cyclists in the world tackle tomorrow's challenging stage.

14 July 2015

Froome DESTROYS Competition!

It was a beautifully clear day for cycling during the first of three days in the Pyrenees.  Temperatures were around 27 C (81 F) and the pace was fast at the start.  The peloton was averaging approximately 44 kph (27 mph) after about half the distance was covered.  Was that too fast?  I ask because of all the riders who cracked on the final, brutal climb.  Before they reached the climb, cyclists enjoyed some amazing scenery (click on the image for a larger view).
I grabbed that screen capture with about 45 km (28 mi) left in the stage.  Riders could definitely see what was lurking in their future!  Helicopters shot amazing vistas of the gloriously green Pyrenees (click on the image for a larger view).
France was breathtaking to behold on Bastille Day!

André Greipel took third place in the sprint (there were two breakaway riders at that point), and has the green jersey (click on the image for a larger view).
Today's stage came down to the final 15.3 km (9.51 mi) and the monster climb up Col de la Pierre St Martin.  I grabbed the screen capture below as the peloton passed the indication that the REAL mountain stage had begun (click on the image below for a larger view).
The climb destroyed many of the cyclists.  All the sprinters were obviously eaten, but so were some famous mountain climbers.  Last year's winner, Vincenzo Nibali, cracked with about 11 km (6.8 mi) left.  Two-time winner Alberto Contador cracked with roughly 6.8 km (4.2 mi) left.  It was painful watching the cyclists huff and puff as they slowly made their way up the mountain.

Cyclists had even more pain as they learned just how far behind Chris Froome they now sit.  Team Sky was brilliant today.  Richie Porte of Australia did yeoman's work up the mountain as he helped Froome.  Porte demonstrated his mettle as he came in second and was the only cyclist within a minute of Froome.  Does Froome look happy (click on the image for a larger view)?
You'd be happy, too, if you were halfway through the Tour de France with a commanding 02' 52" lead over second place!  Below is how we compared to Froome.
  • Stage 10:  4h 22' 07" (actual), 4h 24' 38" (prediction), 02' 31" slow (0.96% error)
We are inside 1% again!  The fast pace at the start had me a little worried, but the mountain tamed the peloton.  Froome's average speed is below.
  • Stage 10:  10.62 m/s (38.23 kph or 23.75 mph)
Day two in the Pyrenees begins in the commune of Pau.  The 188-km (117-mi) stage winds around southeast of Pau.  A category-4 and a couple of category-3 climbs will warm riders up for the category-1 climb to the 1490-m (4888 ft) peak of Col d'Aspin.  After they zoom down from there, they face the hors catégorie climb to the 2115-m (1.314-mi) peak of Col du Tourmalet.  An exhilarating 31-km (19-mi) descent will have cyclists flying before they reach the category-3 climb that finishes the stage in the ski resort commune of Cauterets.  Below is our prediction.
  • Stage 11:  4h 58' 09" (prediction)
If the mountains eat up cyclists like today's final climb did, we could be too fast.  I want to see cyclists come in under five hours!

13 July 2015

Stage 10 Prediction

Stage 10 of this year's Tour de France is an interesting 167-km (104-mi) mountain stage that begins in the southern French commune of Tarbes.  It takes riders mostly west where they encounter a couple of category-4 climbs before heading south.  Another category-4 climb will be traversed before the cyclists become fully aware that they are cycling a mountain stage in the Pyrenees.  A 15.3-km (9.51-mi) hors catégorie climb finishes off the stage with an ascent to an elevation of 1610 m (1 mi) to la Pierre St Martin, which is near France's border with Spain.

Will well-rested riders be fast at the start as they position themselves for the final ascent?  Will they conserve energy for the final, brutal climb?  Will they really hold back, knowing that several mountain stages are still to come?  I can't wait to see how the teams set themselves up tomorrow.  Below is our prediction.
  • Stage 10:  4h 24' 38" (prediction)
If cyclists had only tomorrow's stage, I think we'd be too slow.  With all the mountain cycling to come, I think the riders will hold back a little.  We shall see!

12 July 2015

Great Ride for BMC!

Today's team time trial could only be mastered by a smart, well-disciplined, and coordinated group of riders.  Taking turns in the lead and keeping the all-important fifth man in place for the finish were part of each team's strategy.  The final 1.7-km (1.1-mi) climb and its over 6% average grade taxed all teams.  Forget the power driver on the team; today's effort was about the fifth man.  Chris Froome retains the yellow jersey, but his Team Sky mates were slipping a bit at the very end, and they came in second.  The BMC Racing Team put together a great group effort and won the stage.  I grabbed the screen capture below as they neared the finish line (click on the image for a larger view).
Below is a comparison between BMC's time and our prediction.
  • Stage 9:  32' 15" (actual), 31' 50" (prediction), 00' 25" fast (-1.29% error)
That makes three consecutive great predictions for us!  We were too slow two years ago on the team time trial, but we had the final climb today pegged about right.  BMC's average speed is given below.
  • Stage 9:  14.47 m/s (52.09 kph or 32.37 mph)
That's pretty fast!  Rotating teammates at the lead, aerodynamic helmets and clothing, and specialized bikes all contribute to a speed like that.

Tomorrow is the first rest day for this year's Tour de France.  Cyclists must rest up because the Pyrenees are lurking!  I'll post our prediction for Stage 10 tomorrow.

11 July 2015

Vuillermoz Caps Great Day for France!

Another beautiful day of racing for today's Stage 8 of the Tour de France!  It was also a beautiful day for the nation of France.  The first to reach the peak of the category-4 climb at Col du Mont Bel-Air with 82 km (51 km) left was Frenchman Romain Sicard (click on the image for a larger view).
Though André Greipel powered his way to fifth place in the intermediate sprint (click on the image below for a larger view), picking up 11 points in doing so, it was French cyclist Pierre-Luc Périchon who was first out of the breakaway group to win the sprint and earn 20 points.
France continued to showcase its lovely countryside.  The Tour de France is a fabulous boon for tourism!  I grabbed the screen capture below with about 78 km (48 mi) left (click on the image for a larger view).
This scene is near Moncontour and you can just see the sea in the distance.  Could the peloton have enjoyed a better day?

Of course the big winner for France today was native son Alexis Vuillermoz, who blew away his competition inside the final kilometer of the category-3 climb in Mûr-de-Bretagne.  Speeds got up to about 72 kph (45 mph) with about 5 km (3 mi) left as teams tried to prepare their big sprinters.  But it was Vuillermoz who got it done.  Does he look happy crossing the finish line (click on the image for a larger view)?
Chris Froome retains the yellow jersey, but it was a splendid day for France.  Below is the comparison between reality and our prediction.
  • Stage 8:  4h 20' 55" (actual), 4h 19" 45" (prediction), 01' 10" fast (-0.45% error)
We are thrilled with an error under half a percent!  Check out Vuillermoz's average speed below.
  • Stage 8:  11.59 m/s (41.74 kph or 25.93 mph)
Tomorrow's Stage 9 is a team time trial that begins in the commune of Vannes and heads 28 km (17 mi) almost due north to the commune of Plumelec.  Below is our prediction.
  • Stage 9:  31' 50" (prediction)
It will be interesting to see which teams compete well for the best time.  A lot of strategy goes into the team time trial.  Riders take turns in the lead so teammates can save energy through drafting.  The 2013 Tour de France saw Orica-GreenEDGE set the record with an average speed of 57.84 kph (35.94 mph).  Click here for my post on that stage.  If speeds are that fast tomorrow, our prediction will be a bit slow!

10 July 2015

Manx Missile Wins #26!

Mark Cavendish exploded in the final few meters and pushed just ahead of André Greipel to win his 26th career Tour de France stage.  Wow, what a great sprint to finish off Stage 7!  Below is my screen capture just as the Manx Missile crossed the finish line (click on the image for a larger view).
Racing was faster today in the gorgeous French countryside.  Temperatures were warm, around 27 C (81 F), and scenery was beautiful.  I grabbed the screen capture below with 102.5 km (63.7 mi) left (click on the image for a larger view).
That is just one of many lovely bucolic vistas the peloton could behold (through the trees!).  I also enjoyed seeing Daniel Teklehaimanot of Eritrea making Africa proud as that continent's first person to don the polka dot jersey.  I grabbed the image below with 91.5 km (56.9 mi) left (click on the image for a larger view).
Below is a comparison between today's reality and our comparison.
  • Stage 7:  4h 27' 25" (actual), 4h 32' 22" (prediction), 04' 57" slow (1.85% error)
After the past three stages, I'm thrilled to be under 2% today!  The average speed for the Manx Missile is given below.
  • Stage 7:  11.87 m/s (42.74 kph or 26.56 mph)
Now that's more like it!  The racing in the final 20 km (12 mi) was wonderful, and the last sprint with the world's best sprinters was exhilarating.

It's a great day for Great Britain with Mark Cavendish of the Isle of Man winning the stage and Chris Froome of Team Sky reclaiming the yellow jersey after Tony Martin broke his collarbone yesterday and had to withdraw from the Tour de France.

Cyclists contend with a 181.5-km (112.8-mi) medium-mountain stage tomorrow that commences in the French city of Rennes.  A category-4 climb awaits riders halfway in, and a category-3 climb ends the stage at the commune of Mûr-de-Bretagne.  The finish is essentially due west of the start, but cyclists will have plenty of twists and turns as they compete in the last stage before Sunday's team time trial.  Below is our prediction.
  • Stage 8:  4h 19' 45" (prediction)
I hope the weather tomorrow is as perfect as it was today.  Enjoy the final climb.  It will whet your appetite for the real climbs to come!

09 July 2015

Štybar wins it on a BEAUTIFUL day for racing!

Unlike yesterday's stage, today's stage was fought for in the most gorgeous of weather.  The scenery was so amazing that I scrawled a note to myself:  bike some of those roads someday!  With about 115 km (71.5 mi) left in the stage, I grabbed this screen capture of the peloton (click on the image for a larger view).
Does that look wonderful or what?  With about 90 km (56 mi) to go, I grabbed this image of the peloton (click on the image for a larger view).
That road would be so much fun to bike!  I love the windmills (I wish my country utilized wind power more!).  Helicopters kept flying by the Alabaster Coast, so I grabbed the screen capture below (click on the image for a larger view).
I've been atop the white cliffs of Dover before, and I've walked the beaches of Normandy, but I've never been up close to the Alabaster Coast.  Something new for the "to visit" list!

During the 2013 Tour de France, our model came in quite slow on several stages.  That year saw speeds that were unheard of in the past.  There were even whispers about nefarious means of achieving those speeds.  The pace this year has been in the other direction.  I knew we would be too fast yesterday because of the terrible weather.  When today's stage began, and the weather looked impeccable, I thought we had a real shot at a great prediction.  There were three breakaway cyclists and the peloton looked strong.  But as each hour went by, it became apparent that we were going to be much too fast again.  Instead of speeds being above 40 kph (25 mph), they were considerably below that speed.  I kept wondering when the peloton was going to kick it up a notch.  I obviously can't get inside the riders' heads, but it seemed at times as if they were simply enjoying the breeze and scenery.  And who could blame them!

Only in the last 20 km (12 mi) or so did cyclists really crank it up, sometimes reaching speeds as great as 62 kph (38.5 mph).  An unfortunate crash happened with only about 900 m (0.56 mi) left (click on the image for a larger view).
Last year's winner, Vincenzo Nibali, and current yellow-jersey wearer, Tony Martin, were among those involved.  The crashed marred the final sprint, won by Czech cyclist Zdeněk Štybar.  Below is a comparison between reality and our prediction.
  • Stage 6:  4h 53' 46" (actual), 4h 24' 45" (prediction), 29' 01" fast, (-9.88% error)
Štybar was ecstatic when he was the first to cross the finish line (click on the image for a larger view).

When Ben Hannas and I began modeling the Tour de France in 2003, we were thrilled to be under 10% on any given stage.  But as the years went by and our improved models hit stages much better than 10%, I got annoyed when our predictions came close to 10% of reality.  What would have made me happy a dozen years ago bothers me today.  Our prediction wasn't that good!  I don't know why speeds weren't greater on such a perfect-weather day.  The riders certainly know what they are doing, and they are employing strategies better than anything I could formulate.  Below is today's winner's average speed.
  • Stage 6:  10.86 m/s (39.11 kph or 24.30 mph)
Despite three short category-4 climbs today, that average speed is closer to a fast stage in the mountains!  It's 4% slower than yesterday's average speed, and yesterday's stage, essentially the same length as today's stage, had all the rain and crosswinds.  Even the time schedule on the Tour de France web site thought the average speed today would be in the range 41 kph (25.5 mph) -- 45 kph (28.0 mph).  Teams' strategies obviously called for a slower pace today.

Tomorrow's Stage 7 picks up in the commune of Livarot and takes cyclists 190.5 km (118.4 mi) southwest to the commune of Fougères.  It's a flat stage about the same length as the previous two, and has just one category-4 climb near the start.  Below is our prediction.

  • Stage 7:  4h 32' 22" (prediction)
Perhaps it's because this year's Tour de France has such a stark split between early flat stages and late mountain stages that cyclists are holding back a little right now.  I don't like our predictions being so off, but it's a lot of fun trying to figure out why!

08 July 2015

The Gorilla Gets #2 in TERRIBLE Weather!

Modeling the Tour de France is for me as much fun as watching it.  Using the laws of physics, real-world models for cyclists and their equipment, and models for complicated terrain, I feel like a giddy kid (a MUST feeling for a scientist!) when we hit stages within a few percent.  There are, however, stages for which I know our predictions won't be great.  Northern France and its weather have hit us pretty hard in past few years, leading to prediction errors around 7% - 8%.  That happened again today, and I knew it from the moment the race started.  Below are some screen captures I put together into a single image (click on the image for a larger view).
The above images came after an early crash.  You'll see flags in the first image revealing treacherous crosswinds that reached 35 kph (22 mph).  The bottom image shows Teams Sky and BMC getting pelted with rain.  Weather made racing so bad that there were no chase cyclists; teams simply stayed bunched together.  Crosswinds and rain were responsible for splitting the peloton in two, and for the big crash, shown below, that happened with about 25 km (16 mi) left in the stage (click on the image for a larger view).
Knowing that we were going to be too fast, I was hoping for a great sprint into Amiens, but riders had to contend with a 25-kph (15.5-mph) headwind, as shown below (click on the image for a larger view).
I grabbed that screen capture with about 10.4 km (6.46 mi) left.  Look at that French flag!

The last kilometer did provide a fantastic sprint.  Because the bad weather meant no one could break away until very close to the finish, all the best sprinters were vying for the win.  André Greipel prevailed and got his second stage win of this year's Tour de France (click on the image for a larger view).
Below is a comparison between the actual winning time and our prediction.
  • Stage 5:  4h 39' 00" (actual), 4h 19' 08" (prediction), 19' 52" fast (-7.12% error)
I can live with a 7% error, given today's weather, and the error is in the right direction.  It's not an excuse to note that we can't predict the weather.  Greipel's average speed is given below.
  • Stage 5:  11.32 m/s (40.75 kph or 25.32 mph)
For all the bad weather, today's stage did get viewers to think a bit about the past.  Riding through areas where fierce and bloody fighting took place during World War I, including the Battle of the Somme, cyclists passed several memorials and cemeteries.  Seeing so many graves of so many heroes was truly sobering.  That riders from countries at war with each a century ago are shoulder to shoulder in a bicycle race is wonderful.  It's too bad there are places in the world today where groups are killing and oppressing people.  Let's hope events like the Tour de France continue to soften hearts against hatred of people different from ourselves.

Stage 6 begins in the commune of Abbeville and takes riders 191.5 km (119.0 mi) southwest along France's northern coast to Le Havre.  Our prediction for the flat stage is given below.
  • Stage 6:  4h 24' 45" (prediction)
If weather off the English Channel does to tomorrow's stage what it did today, we'll once again be too fast.  I'm hoping for great weather and fast racing!

07 July 2015

Tony Martin EXPLODES to Take Stage and Yellow Jersey!

German Tony Martin, known for his time-trial dominance, exploded out of the leading group with about 3.4 km (2.1 mi) left and powered his way to victory.  I tried to grab the screen capture when Martin made his move, but he was too quick for me!  The image below shows Martin leaving his competition in his dust.  Martin is at the top of the image (click on the image for a larger view).
Martin couldn't be caught as he zoomed through the streets of Cambrai.  Look how happy he is crossing the finish line (click on the image for a larger view).
Because of all the cobblestone sections, and because today's stage is the longest of this year's Tour de France, modeling is challenging.  Riders seemed a bit slow, timid, and, at times, nervous through the first half of the stage.  I kept waiting for the speeds to pick up, but they never did.  We were clearly thinking the pace would be faster before the cobblestones were reached.  Below is how our prediction fared.
  • Stage 4:  5h 28' 58" (actual), 5h 04' 45" (prediction), 24' 13" fast (-7.36% error)
Tony Martin's average speed is below.
  • Stage 4:  11.32 m/s (40.76 kph or 25.33 mph)
We thought the first half of the race was going to be at a faster pace, but the riders held back a little and gave us a wonderfully exciting finish.

There were many great scenes to behold in the stage.  Below is Rigoberto Urán tucking a banana behind him with about 97 km (60 mi) left (click on the image for a larger view).
I love how skilled those guys are at eating and drinking while flying on a bicycle.  When the peloton entered Goegnies-Chaussée, moving the Tour de France from Belgium to France, I grabbed the screen capture below (click on the image for a larger view).
Of course the cobblestones were the main attraction on the route today.  Below is a screen capture from the first section in France, a bit more than 45 km (28 mi) from the finish (click on the image for a larger view).
Lots of dust on those cobblestone roads!  Rain also hit riders a few times, slowing the pace a little and probably responsible for a couple of crashes.

Another flat stage is on tap for tomorrow.  Commencing in Arras, the 189.5-km (117.7-mi) stage takes riders southwest, to Amiens.  Our prediction is below.
  • Stage 5:  4h 19' 08" (prediction)
Fast winds pervaded early stages in northern France last year.  Let's hope the weather is superb and racing is fast tomorrow!

06 July 2015

Monster Crashes Mar Our Great Prediction!

The weather in Belgium was great for today's Stage 3.  The rain and high winds of yesterday were nowhere to be seen today.  I grabbed the screen capture below when the peloton was about 107 km (66.5 mi) from the finish (click on the image for a larger view).
Isn't that Belgian countryside beautiful?!?  The gorgeous weather belied what was to come.  With so many riders in the peloton, racing conditions became dangerous on narrow roads.  Two huge crashes occurred with cyclists moving slightly downhill at about 45 kph (28 mph).  I grabbed the screen capture below just as the crash happened that clobbered Fabian Cancellara, who donned the yellow jersey at the time (click on the image for a larger view).
Sadly for Cancellara, the crash greatly affected his day and dropped him all the way to 109th overall.  Four riders were knocked out of the race, including Tom Dumoulin, an exciting young German cyclist who entered today's stage third overall.

The race had to be stopped at one point and suffered more than 20 minutes of neutralized racing.  The image below shows the riders stopped at the foot of Côte de Bohissau (click on the image for a larger view).
The race was then neutralized until the riders made it to the top of Côte de Bohissau.  To give you an idea of how brutal the crashes were, I grabbed the screen capture below, which shows Greg Henderson with a torn jersey (click on the image for a larger view).
The cyclists who endured the crash and managed to finish the stage certainly earned my respect.  Not only are they great athletes, they are tough as nails.  Once racing began again, riders were timid as they needed to warm back up.  Some were injured and some had damaged bikes.  When all the cobwebs were shaken, cyclists were flying, reaching speeds around 55 kph (34 mph).  The final climb was great to watch as riders jockeyed for position.  The screen capture below shows Joaquim Rodríguez of Spain crossing the finish line just ahead of Chris Froome, who now has the yellow jersey (click on the image for a larger view).
We had a great prediction today, though I feel a bit depressed because crashes had to stop time and talented cyclists had their day ruined.  Below shows how we did.
  • Stage 3:  3h 26' 54" (actual), 3h 28' 35" (prediction), 01' 41" slow (0.81% error)
We love it when our predictions come in under 1%!  Below is the winner's average speed.
  • Stage 3:  12.85 m/s (46.25 kph or 28.74 mph)
Tomorrow's flat stage is the longest of the race at 223.5 km (138.9 mi).  What makes it even more challenging are seven sections of cobblestones totaling 13.3 km (8.26 mi), the longest at 3.7 km (2.3 mi).  Beginning in the Belgian town of Seraing, the stage takes riders into France for the first time, ending in Cambrai.  Below is our prediction.
  • Stage 4:  5h 04' 45" (prediction)
Let's hope that rain and winds don't mar tomorrow's stage like they did in last year's Stage 5, which also had cobblestones (click here for my post on that).

05 July 2015

USA Women Win World Cup!

USA's women's team played the beautiful game beautifully in the 2015 Women's World Cup.  When Carli Llyod achieved her hat trick in the 16th minute, it was all over.  Japan fought valiantly, but the USA was too dominant.  It was pure joy watching our women's team play so technically sound, play defense so splendidly, and attacked so ferociously.  It was absolutely a team effort and a well-earned third World Cup win, more than any other country.  I'm immensely proud of my national team.

I had to grab a screen capture of the team with the trophy (click on the image below for a larger view).
Way to go USA!!!

The Gorilla Wins a Close One!

German André Greipel, nicknamed the Gorilla, prevailed in a very close finish to win today's Stage 2.  Rain and winds reaching 35 kph (9.72 m/s or 21.7 mph) pestered riders, as the image below shows, which is a screen capture I grabbed with about 56 km (35 mi) left in the stage (click on the image for a larger view).
Check out the screen capture I got below, which is the entry into Neeltje Jans (click on the image for a larger view).
The image below shows Greipel in red just ahead of Peter Sagan in the yellow helmet (click on the image for a larger view).
Sagan recovered beautifully after suffering a flat tire.  Coming in third on the far left in the above image is Fabian Cancellara, who now has the yellow jersey.  Mark Cavendish is on the far right in the above image, coming in fourth.

As I feared we might be after yesterday's record-setting speeds, we were a bit slow today with our prediction.
  • Stage 2:  3h 29' 03" (actual), 3h 45' 51" (prediction), 16' 48" slow (8.04% error)
Greipel's average speed is given below.
  • Stage 2:  12.63 m/s (45.47 kph or 28.25 mph)
Our model's power output, based on last year's Tour de France, looks to be a tad low for this year's first two stages.

Tomorrow's 159.5-km (99.11-mi) medium-mountain stage begins in the Belgian city of Antwerp.  Mostly flat to start, the stage contains three category-4 climbs and a category-3 climb at the finish on Mur de Huy, also in Belgium.  We'll see how our medium-mountain power does; our prediction is below.
  • Stage 3:  3h 28' 35" (prediction)
I enjoyed watching the racing in the Netherlands.  I can't wait to see Belgium tomorrow!

04 July 2015

Record Speed for Dennis!

Australia's Rohan Dennis had the ride of his life today.  In fact, he set the record for the greatest average speed in a Tour de France time trial.  Check out Dennis navigating the streets of Utrecht after about 5 km (3.1 mi) of today's time trial (click on the image for a larger view).
Rohan Dennis flew around turns in the perfect Dutch weather.  What an amazing record-setting ride!  I grabbed a screen capture of Dennis as he powered his way to the finish line to become the only rider inside a quarter hour (click on the image for a larger view).
Dennis was an aerodynamic thing of beauty on his bicycle.  Our prediction was much too slow, as seen below.
  • Stage 1:  14' 56" (actual), 16' 38" (prediction), 01' 42" slow (11.38% error)
We're not happy with our first prediction, but it was hard not feeling anything but awe while watching today's first stage.  Check out the winner's average speed below.
  • Stage 1:  15.40 m/s (55.45 kph or 34.45 mph)
I can't image going that fast on a bike, much less doing it for 15 minutes.  Great ride, Rohan Dennis!

Tomorrow's 166-km (103-mi) flat stage picks up in Utrecht and heads southwest in the Netherlands to the artificial island of Neeltje Jans.  Below is our prediction.
  • Stage 2:  3h 45' 51" (prediction)
If we are much too slow tomorrow, we'll have to rethink how much cyclists and their equipment have improved over last year.

03 July 2015

Stage 1 Prediction

The Tour de France opens with a 13.8-km (8.57-mile) individual time trial in Utrecht in the Netherlands.  Let's hope the weather is great and racing is fast!  There are 198 cyclists ready to go.  Will a time-trail speedster like Tony Martin come out on top?  We shall see.  Below is our first prediction for this year's Tour de France.
  • Stage 1:  16' 38" (prediction)
We did well with most of the elite cyclists in last year's time trial, except Tony Martin was a bit faster than we thought.  I hope everyone enjoys the first stage!

02 July 2015

Tour de France Time!

The 102nd Tour de France begins this Saturday in Utrecht in the Netherlands.  Will Vincenzo Nibali repeat?  Or will Alberto Contador or Chris Froome or someone else finish on top?  This year's race looks mostly flat for the first half and mountainous for the second half.  Watching the early strategies between sprinters and climbers will be lots of fun.

My research student, Chad Hobson, and I are once again modeling the Tour de France.  I'll be posting our stage-winning time predictions on this blog.  We predict the winning time from a physical model of the race; we are not trying to model any particular cyclist.  Sticking our necks out and putting predictions online ahead of the stages has made the physics research even more enjoyable.  Look for our Stage 1 prediction tomorrow!

01 July 2015

Physics of a Jump Spin Reverse Crescent Kick

My last blog post came a fortnight ago.  It focused on a flying side kick.  For this post, I wish to look at one of my instructor's jump spin reverse crescent kicks.  This particular kick is challenging for sure, but I love for it for all the physics goodies I can examine.  Below is a video of Cody Davis of Super Kicks in Forest, Virginia showing how it's done.
Part of what makes this kick challenging is that one must jump from a guard position.  Mr Davis began in a left-side guard and kicked with his right leg.  There is no run up or step in to get a little extra "hop" before launching off the mat.  As you'll note in the video, Mr Davis is able to kick higher than the padded target.  The proof is in the image below (click on the image for a larger view).
The video below shows the same kick (on a different day), but this time filmed from behind.
It is on the back view that I wish to focus.  Mr Davis launched himself off the mat with a speed of about 2.8 m/s (6.3 mph).  His center of mass elevated 0.4 m (1.3 ft) at maximum height; he was off the mat for a time of 0.55 s.  My goal now is to take you through that five-ninths of a second and show you just how much technique is involved in the kick.

The image below shows Mr Davis in a left-side guard, preparing to execute the jump spin reverse crescent kick (click on the image for a larger view).
From that position, he must "jump" and "spin."  His back leg, i.e. his right leg, will deliver the blow.  Because the imagined target will be hit with the outside of his right foot, we say that the "reverse" part of the foot, opposite the "crescent" side, is what hits the target.  In the above image, what is about to do damage is farthest on Mr Davis' body from the target.  The image below comes almost 0.4 s later (click on the image for a larger view).
Mr Davis has dropped his center of mass about 12 cm (4.7 in) in an effort to temporarily store energy.  His body is now like a coiled spring.  Energy is stored in his outstretched arms, bent legs, and bent back.  That stored energy is needed to generate the necessary kinetic energy that's required to execute the kick.  Just 0.28 s later, Mr Davis is in the configuration shown below (click on the image for a larger view).
More great physics here!  Note how his arms are extended from his body.  That is very important for what is about to happen.  Think about an ice skater about to enter her final spin.  Her arms, and mostly one leg, are extended fully before going into the spin.  Look at the image below, 0.25 s later (click on the image for a larger view).
He has pulled his arms in closer to his body!  That maneuver lowered his moment of inertia, and because he was up in the air with very little external torque, angular momentum conservation means that he spins faster than he did at the launch.  His rotational speed in the above image is about 95 rpm, or about one-fifth that of a helicopter blade!  Note, too, that his right leg is bent at about 90 degrees.  Bad form on this type of kick is swinging a straight leg.  The bent leg not only maintains a proper fold, it keeps moment of inertia down while large rotational speed is needed.  Just 0.12 s later, we come to the money shot (click on the image for a larger view).
A jump spin reverse crescent kick is really a front kick at heart.  Master that at the beginner's level and you're well on your way to being able to jazz it up.  In the above image, Mr Davis has kicked his right leg forward and it makes contact with the imaged target with the outer part of his foot.  By fully extending his right leg, moving his arms slightly outward, and having his left leg slightly off center, Mr Davis has lowered his moment of inertia considerably, which dropped his spin rate by more than half.  The kick has been delivered and now Mr Davis must rotate another 90 degrees (click on the image for a larger view).
The above image is 0.13 s after the previous image.  Note that Mr Davis has nearly refolded his right leg.  That proper technique reduces moment of inertia, which gets him to turn faster.  Think angular momentum conservation again!  The "fold" and "refold" parts of a kick are not something karate instructors insist on for pedantic reasons.  There is practical physics behind those exhortations!  Now fast-forward 0.38 s to the image below (click on the image for a larger view).
Mr Davis has now landed and returned to his left-side guard.  Compare that to the first one in this series and you'll see that Mr Davis turned 360 degrees.

It's certainly an impressive kick and one that takes years of practice to perfect.  Buried inside the kick is a much simpler front kick.  Master that first, then move on to the spin, and think about the physics!