Swarms of Drones Test New Dogfighting Skills

2017-04-25

Swarms of Drones Test New Dogfighting Skills
Aerial dogfighting began more than a century ago in the skies over Europe with propeller-driven fighter aircraft carried aloft on wings of fabric and wood. An event held recently in southern California could mark the beginning of a new chapter in this form of aerial combat.

In what may have been the first aerial encounter of its kind, researchers from the Georgia Tech Research Institute and Naval Postgraduate School recently pitted two swarms of autonomous aircraft against one another over a military test facility. While the friendly encounter may not have qualified as an old-fashioned dogfight, it provided the first example of a live engagement between two swarms of unmanned air vehicles (UAVs), and allowed the two teams to demonstrate different combat tactics in flight.

“The ability to engage a swarm of threat UAVs with another autonomous swarm is an area of critical research for defense applications,” said Don Davis, division chief of the Robotics and Autonomous Systems Branch of the Georgia Tech Research Institute. This experiment demonstrated the advances made in collaborative autonomy and the ability of a team of unmanned vehicles to execute complex missions. This encounter will serve to advance and inform future efforts in developing autonomous vehicle capabilities.

Each team launched ten small propeller-driven Zephyr aircraft, though two of the aircraft experienced technical issues at launch and were unable to compete, resulting in a 10 versus 8 competition. Although the UAVs were physically identical, their computers used different autonomy logic, collaboration approaches, and communications software developed by the two institutions. GPS tracking allowed each aircraft to know the location of the others for this demonstration. In the future, this information will be provided by on-board cameras, radars, and other sensors and payloads.

Each aircraft used a single-board mission computer, and for this demonstration, an open-source autopilot maintained flight control. The aircraft also had Wi-Fi systems that allowed them to communicate with other aircraft and with a ground station.

Both teams were trying to solve the same problem of flying a large swarm in a meaningful mission, and we came up with solutions that were similar in some ways and different in others, said Charles Pippin, a senior research scientist at the Georgia Tech Research Institute. By comparing how well each approach worked in the air, we were able to compare strategies and tactics on platforms capable of the same flight dynamics.

The foam-wing aircraft couldn’t actually shoot at one another, so a ground computer determined when an aircraft would have been in a position to attack another aircraft. The swarm teams flew three different sorties to compare different algorithms. The event took place February 9, 2017 at Camp Roberts, a California National Guard facility in Monterey County, Calif.

The two institutions have been working together since 2015 on issues involving collaborative autonomy – the ability of autonomous vehicles to work together to accomplish a given task. The Georgia Tech researchers have been using aircraft known as Skywalkers that are similar to the Zephyrs used by the Naval Postgraduate School.

This was a very successful test, said Davis. It gave us, as far as I know, the first actual experimentation of flying two autonomous swarms of UAVs against one another with no human control, other than sending high level commands or sending a message to engage. We were really trying to understand how different autonomy tactics work against other autonomy tactics.

For each UAV, the autonomy algorithms were fully in control of the aircraft, but a safety pilot stood by to take control of any aircraft if necessary. The autopilots also had built in safety constraints, such as airspace boundaries and ranges.

Such aerial demonstrations are the third step in the process that the Georgia Tech team uses to test its autonomy systems, Pippin said. As a first step, tactics are rapidly tested on a simulator that runs 30 times faster than real time. Next, promising approaches are tested on a full software stack that includes a high-resolution simulation.

We run hardware-in-the-loop simulations where we have the actual algorithms running on the hardware we fly, said Pippin. The full software stack includes the autonomy logic, communications systems, collaboration algorithms and other software that is then inserted directly into the actual aircraft. In the third step, the tactics are flown on the aircraft on test ranges. In this case, we used the Zephrys and flew the swarms at Camp Roberts.

The Georgia Tech researchers are using machine learning to help their autonomy system optimize performance and recognize under which circumstances a particular tactic may be advantageous.

Right now, were more interested in the research questions about autonomous coordination among the vehicles and the tactical behavior of the groups of vehicles, Pippin explained. We are focusing our efforts on how these vehicles cooperate and want to understand what it means for them to operate as a team.

Dogfighting tactics have advanced dramatically since the World War I, but the advent of UAV swarms may bring a brand new set of challenges. Unmanned vehicles have freedom to dive, bank, and climb at rates human pilots cannot tolerate. But the real advantage may be in computing power that could track dozens of adversaries far more than any human pilot could do and develop new ways to address challenges.

Autonomous techniques using machine learning may identify new tactics that a human would never think of, added Davis. Humans tend to base their techniques on tactics that manned fighters have used in the past. These autonomous aircraft may invoke new strategies.

In addition those already named, the Georgia Tech Research Institute team that supported the swarm demonstration included Michael Day, Kevin DeMarco, David Jensen, Rick Presley, and Evan Hammac. Others supporting the project included Michael Matthews, Eric Squires, Rob Bever, Eric Trewhitt, and students Laura Strickland, Avery Leonard, Natalie Rakosky, and Jeremy Feltracco.





Minnesota DoT Testing Drones for Bridge Inspections

2015-11-30
Minnesota DoT Testing Drones for Bridge Inspections
“We do underneath rope access inspections,” said Barritt Lovelace, a regional manager for Collins Engineers Inc., an agency headquartered in Chicago with offices throughout the country. Basically, we rock-climb bridges. It’s a lot of fun. In Duluth recently, Lovelace stood with a host of others below the Blatnik Bridge to participate in a demonstration of the Minnesota Department of Transportations ongoing study of using drones for bridge inspection purposes.

Over 2,100 Commercial End Users, Vendors at First Annual Drone World Expo

2015-11-23
Over 2,100 Commercial End Users, Vendors at First Annual Drone World Expo
The first ever Drone World Expo had an extremely successful launch last week at the San Jose Convention Center. The exhibit hall floor featured 75 exhibiting companies and the event attracted 2,120 commercial drone professionals. The exhibitors responded enthusiastically about their experience at the new trade show with many already planning on renewing booth space for the 2016 Show which will take place November 15-16 back at the San Jose Convention Center.

Drone Standards Tough To Reach For Young Pilots

2015-11-11
Drone Standards Tough To Reach For Young Pilots

Megan Halek could be the best unmanned aircraft pilot coming out of the University of North Dakota’s highly regarded aviation program this year: Shes aced a training program and has enough air experience to fly private jets worldwide.

Drone World Expo  Exclusive Board Member Interviews

2015-11-04
Drone World Expo Exclusive Board Member Interviews

To find out what inspires their interest in UAS and attracts the Advisory Board Members to support Drone World Expo, we scheduled a series of exclusive interviews. Our eleventh interviewee is Gretchen West, Senior Advisor of Innovation and Technology at Hogan Lovells.

US DoT Seeks Public Comments on UAS Registration

2015-10-26
US DoT Seeks Public Comments on UAS Registration

In a surprise move, DOT just published a document,Clarification of the Applicability of Aircraft Registration Requirements for UAS and Request for Information Regarding Electronic Registration for UAS, to the Federal Register. DOT is soliciting recommendations on all aspects of the UAS registration process, including which UAS should be exempt from the registration requirement.

UK Military Aviation Authority to Update Unmanned Operations Guidelines

2015-10-20
UK Military Aviation Authority to Update Unmanned Operations Guidelines
The UK’s Military Aviation Authority is preparing the release of an updated version of its regulations on unmanned air vehicles, which will draw on feedback from a first document that was released last January.

Drones are providing film and TV viewers a new perspective on the action

2015-10-09
Drones are providing film and TV viewers a new perspective on the action

Adazed and bloodied student who had just been mugged stumbled down a darkened alleyway in a slum. He lifted his shirt, revealing a gaping wound, before collapsing on the ground as curious onlookers gathered around.

 Air National Guard wants to Fly MQ-9 Reaper from Syracuses Hancock Airport

2015-10-04
Air National Guard wants to Fly MQ-9 Reaper from Syracuses Hancock Airport
The Air National Guard wants to fly remotely piloted aircrafts out of Hancock Field at the Syracuse International Airport. The change would save time and money, as the National Guard has to send its aircrafts to fly from Fort Drum because of airspace restrictions.

NASA Grant Supports Wildfire Research

2015-09-29
NASA Grant Supports Wildfire Research

Two Northwest Nazarene University assistant professors have been awarded a NASA grant to support their research on wildfire monitoring and assessment technology.
Assistant professor of computer science Dale Hamilton and associate professor of computer science Barry Myers weer awarded a NASA EPSCoR (experimental program to stimulate competitive research) Undergraduate Research Grant

RPAS Environmental Protection Demo in Wales

2015-09-25
RPAS Environmental Protection Demo in Wales

QinetiQ is to demonstrate the use of Remotely Piloted Air Systems (RPAS) in tackling environmental issues in a one-week project on the Welsh coast in November 2015.


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112 months ago
Neiman Marcus »
MARC by Marc Jacobs
Sporty Wedge Sandal
Price:
$295.00 • Bronze metallic kidskin and ivory canvas.
• Gold-tone buckles on upper and...
Nanette Lepore Scalloped Peep-Toe Slingback
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112 months ago
Neiman Marcus »
• I'm Not Your Baby Style.
• Choose off-white (shown) or metallic gold leather.
• Scalloped trim.
• Tonal buttons on vamp and slingback....
Christian Lacroix Raffia Lace-Up d'Orsay Pump -  Shoes -  Neiman Marcus
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113 months ago
Neiman Marcus »
Christian Lacroix
Raffia Lace-Up d'Orsay Pump
Price:
$595.00 • Choose natural or black crocheted raffia.
• Peep-toe.
• Black satin laces tie...
Christian Louboutin Button-Web Strappy Sandal -  Christian Louboutin -  Neiman Marcus
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113 months ago
Neiman Marcus »
Christian Louboutin
Button-Web Strappy Sandal
Price:
$1,345.00 • Black suede.
• Allover covered button detail.
• Signature red sole.
•...
Christian Louboutin Foil Rings Slide -  Christian Louboutin -  Neiman Marcus
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113 months ago
Neiman Marcus »
Christian Louboutin
Foil Rings Slide
Price:
$745.00 • Beige/pink/green.
• Foil rings twist up vamp.
• Covered stiletto heel.
•...
Stuart Weitzman Satin Bow Slingback -  Shoes -  Neiman Marcus
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113 months ago
Neiman Marcus »
Stuart Weitzman
Satin Bow Slingback
Price:
$295.00 • Choose chocolate (shown) or black (see below) leather.
• Clear vinyl toe strap...
Tory Burch CHANNING SPORT FLAT -  Shoes -  Neiman Marcus
modernhouse
113 months ago
Neiman Marcus »
Tory Burch
CHANNING SPORT FLAT
Price:
$145.00 • Channing style.
• Khaki with navy/green trim.
• Logo medallion on vamp.
• Logo-print...
D&G Dolce & Gabbana Grosgrain Slingback Wedge -  Shoes -  Neiman Marcus
modernhouse
113 months ago
Neiman Marcus »
D&G Dolce & Gabbana
Grosgrain Slingback Wedge
Price:
$595.00 Every day is the Fourth of July in this red, white, and blue wedge.
• Emy...
Fendi Halter Jelly -  Shoes -  Neiman Marcus
modernhouse
113 months ago
Neiman Marcus »
Fendi
Halter Jelly
Price:
$175.00 • Choose smoke (shown), fuchsia (see below), or white.
• Gold-tone hardware.
• Tonal covered buckle over...
Valentino Bow Peep-Toe Pump -  Shoes -  Neiman Marcus
modernhouse
113 months ago
Neiman Marcus »
Valentino
Bow Peep-Toe Pump
Price:
$695.00 • Black patent leather.
• Bow detail on vamp.
• d'Orsay side.
• 4 3/10" covered heel.
• Made...
Jimmy Choo Zebra Cuff Hobo -  Handbags -  Neiman Marcus
Konoponop
113 months ago
Neiman Marcus »
Jimmy Choo
Zebra Cuff Hobo
Price:
$2,850.00 • Black/white zebra printed leather.
• Gold-tone hardware.
• Top handle; logo cuff detail.
•...
Yves Saint Laurent Tribute T-Strap Sandal -  Premier Designer -  Neiman Marcus
modernhouse
113 months ago
Neiman Marcus »
Yves Saint Laurent
Tribute T-Strap Sandal
Price:
$780.00 Choose cobalt (blue, shown) or dark cuio (brown, see below).
• Gold-tone hardware....
Christian Louboutin Covered Platform Peep-Toe Pump -  Premier Designer -  Neiman Marcus
Stinas
113 months ago
Neiman Marcus »
Christian Louboutin
Covered Platform Peep-Toe Pump
Price:
$760.00 Choose pink or black.
• Tonal topstitching.
• Peep toe.
•...
Valentino Mena Polka-Dot Slingback -  Premier Designer -  Neiman Marcus
Stinas
113 months ago
Neiman Marcus »
Valentino
Mena Polka-Dot Slingback
Price:
$595.00 Black/white polka-dot laminated nappa leather; gold lining.
• Peep toe.
• Buckled...
Christian Louboutin
Legionana Glitter Flat - 
Accessories - 
Neiman Marcus
eihciv
114 months ago
Neiman Marcus »
Legionana Glitter Flat
Christian Louboutin
$595.
• Choose silver (shown) or black (see below) glitter.
• Black satin trim and bow on vamp....
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My Louboutins
My Daily Louboutin – Salonu
April 20, 2015 · 0 comments
in My Daily Louboutin , Pumps
My Daily Louboutin: “ Salonu “ via @louboutinworld
Where To Buy Christian Louboutin Salonu Lace T-Strap Pumps:
Christian Louboutin Salonu Chantilly Lace and Suede Pump with 4.25″ covered stiletto heel. Pointed toe. T-strap upper with piped suede trim. Stretch-inset and buckle at ankle. Purchase “ Salonu ” at Bergdorf Goodman .
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
My Daily Louboutin – Pigalle
April 14, 2015 · 0 comments
in My Daily Louboutin , Pumps
My Daily Louboutin: “ Pigalle “ via @necklaceofpearl
Where To Buy Christian Louboutin Pigalle Stiletto Pumps:
Christian Louboutin Pigalle Stiletto Pumps – The sky’s the limit with this Christian Louboutin patent Pigalle pump. A steep pitch and pointed toe contribute sophistication. 4 1/2″ covered stiletto heel. Signature red leather sole. Purchase “ Pigalle ” at Bergdorf Goodman | Neiman Marcus | Barneys .
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
My Daily Louboutin – Viennana
April 13, 2015 · 0 comments
in Ankle Boots , My Daily Louboutin
My Daily Louboutin: “ Viennana “ via @upcloseandstylish
Where To Buy Christian Louboutin Viennana Strappy Booties:
Christian Louboutin Viennana – a vintage-inspired silhouette with snap-button closures and towering 4 1/4″ stiletto heel. Leather lining and padded insole. Signature Christian Louboutin red leather sole. Purchase “ Viennana ” at Bluefly | Savannah’s | MyTheresa .
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
My Daily Louboutin – So Kate
April 12, 2015 · 0 comments
in My Daily Louboutin , Pumps
My Daily Louboutin: “ So Kate “ via Rock and Sole Style
Where To Buy Christian Louboutin Follies Spikes Pumps:
Christian Louboutin So Kate beige blush patent leather pumps. 4.75″ (120mm) heel, approximately. Pointed toe, patent leather-covered stiletto heel. Slip on. Smooth leather lining. Signature red leather sole. Purchase “ So Kate ” at Bergdorf Goodman | Saks Fifth Avenue | Neiman Marcus | Barneys .
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
My Daily Louboutin – Vampanodo
April 11, 2015 · 0 comments
in My Daily Louboutin , Sandals
My Daily Louboutin: “ Vampanodo “ via @alwaysmissfancypants
Where To Buy Christian Louboutin Vampanodo Sandals:
Christian Louboutin “Vampanodo” is an elegantly woven satin and suede open toe sandal with ruched detailing, oversized bow at heel and thin adjustable ankle strap. 4″ (100mm) suede covered heel and signature red leather sole.
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
My Daily Louboutin – Follies Spikes
April 10, 2015 · 0 comments
in My Daily Louboutin , Pumps
My Daily Louboutin: “ Follies Spikes “ via Apropos
Where To Buy Christian Louboutin Follies Spikes Pumps:
Christian Louboutin Follies Spikes is a sexy stiletto pump with allover golden spike-studding. 4″ (100mm) metallic covered heel. Pointed toe with low-dipped vamp. Leather footbed and lining. Signature Christian Louboutin red leather sole. Purchase “ Follies Spikes ” at Bergdorf Goodman | Saks Fifth Avenue | Neiman Marcus | Barneys .
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
My Daily Louboutin – Degraspike
April 9, 2015 · 0 comments
in My Daily Louboutin
My Daily Louboutin: “ Degraspike “ via @estefaniac2t
Where To Buy Christian Louboutin Degraspike Pumps:
A scattering of gold studs adds toughness to the nude leather of Christian Louboutin ‘s Degraspike pumps. Their iconic silhouette is crafted with a 120mm (4.8″) stiletto heel and point toe, holding the foot in the most elegant arch. Purchase “ Degraspike ” at Bergdorf Goodman | Neiman Marcus | Saks Fifth Avenue .
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
My Daily Louboutin – Pigalace
April 8, 2015 · 0 comments
in My Daily Louboutin
My Daily Louboutin: “ Pigalace “ via @lux__fashion_
Where To Buy Christian Louboutin Pigalace Pumps:
4″ (100mm) pointed-toe stiletto pump with mesh lace and satin upper. Low-cut vamp with piped collar. Christian Louboutin ‘s “ Pigalace ” pumps are a feminine update on the classic “ Pigalle ” style. Purchase “ Pigalace ” at Bergdorf Goodman | Neiman Marcus .
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
Louboutin of the Day – Christian Louboutin So Kate Pointed-Toe Stiletto Pumps
May 16, 2014 · 0 comments
in Louboutin of the Day , Pumps

I think I may have found my new absolute favorite Christian Louboutin shoe: the gorgeous and super sexy pointed stiletto pumps “ So Kate “. I always thought I’d stay a “ Pigalle “-girl, but seeing this meticulously designed shape, the amazing arch and the dangerously high and sleek stiletto heel, I must admit I am beyond OBSESSED with “So Kate”! Just wonder which Kate it’s named after? Any ideas?
Christian Louboutin So Kate Pumps ($675) are currently available at: Neiman Marcus , Saks Fifth Avenue , Barneys , Bergdorf Goodman , Net-A-Porter .
Christian Louboutin So Kate Pointed-Toe Stiletto Pumps
Christian Louboutin So Kate : Pointed-toe pump crafted fr om sleek patent leather.
Approximately 4.75″ heel (120 mm)
Signature red leather sole
Available in Black
Made in Italy
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
Blake Lively in Christian Louboutin Helmour d’Orsay Pumps
October 11, 2012 · 0 comments
in Blake Lively , Celebs in Louboutins

Blake Lively attended the Chanel Bijoux De Diamant 80th Anniversary Party (October 9, 2012) in New York City. The young actress wore pewter patent Christian Louboutin Helmour d’Orsay Pumps.
Where To Buy Christian Louboutin Online:
The following link collection is a list of online retailers who sell authentic Christian Louboutin shoes , bags, beauty products and accessories.
Saks Fifth Avenue
Nordstrom
Neiman Marcus
Bergdorf Goodman
Net-A-Porter
Barneys
Matches Fashion
Browns Fashion
The Outnet
Gilt
Selfridges
YOOX
Bluefly
David Jones
Unger-Fashion
Vestiaire Collective (Pre-Owned)
The RealReal (Pre-Owned)
Christian Louboutin (Official Website)
{ 0 comments }
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