Run-way Functions: Predict Reconfigurations at US Airports (Prescreened Arena)
CALLING PRESCREENED PARTICIPANTS! Air traffic managers monitor the skies and respond by changing the airport configuration. Tools that give flight operators early warning for upcoming changes can help streamline air travel and reduce delays. Use real-time data to predict future … #civic
CALLING PRESCREENED PARTICIPANTS! Air traffic managers monitor the skies and respond by changing the airport configuration. Tools that give flight operators early warning for upcoming changes can help streamline air travel and reduce delays. Use real-time data to predict future airport configurations.
Quick Facts
Participants
No. of Entries
Prize
Winner
Stuytown2
1st Place TeamAbout the project
The nature of air travel is connecting far-flung places; the downside is that events in one location can have ripple effects throughout the system. Effective decision-making needs to consider a large number of factors, and the right decision might not always be the intuitive one. Furthermore, the drivers for these decisions are highly uncertain systems in their own right; weather is the major driver of delays in the NAS, for example. Airlines and the Federal Aviation Administration have many decision-support tools at their disposal to make the most informed decisions as possible. The stakeholders for these tools are always seeking better algorithms, predictors, optimization approaches, and other elements to gain some predictability and save on costs.
Prior work in airport configuration prediction has relied upon custom solutions for individual airports, based on case studies, rigorous analysis of historic data, and interviews with airport operators and air traffic controllers to define the process used to make configuration decisions. This method requires a large amount of manual effort for each airport at which the system should work. Two factors are converging to make this process easier and more accurate in the future. The first is simply the ongoing advancement in machine learning tools and processes. The second is the development of bigger and better real-time streams for flight, weather, and other types of data that can feed the machine learning methods.
The FAA works with airports, airlines, and other flight operators to collect raw data about all flights in the NAS and distribute that data via SWIM (System-Wide Information Management). As part of the Airspace Technology Demonstrations 2 (ATD-2) project, NASA developed Fuser to process this torrent of raw data and provide cleaned, real-time data on the status of individual flights nationwide, facilitating downstream air traffic management tools. The ATD-2 project has already used Fuser to implement various data-driven machine learning systems to predict airport configuration, runway assignment, taxi time, and more.
About the NASA team
In recent years, the amount of data available in the NAS has exploded, as has the capability of data science algorithms to extract meaning and make decisions from large volumes of data. For example, NASA’s Airspace Technology Demonstrations project has made use of machine learning as part of the Integrated Arrival/Departure/Surface (IADS) system to optimize traffic at airports. Efforts such as this have shown that the main bottleneck now is the effort of accessing, understanding, and consuming many disparate data feeds from many different sources.
The goal of the Digital Information Platform is to provide a consistent, easy to use platform where a wide variety of NAS data is readily available. This will accelerate the transformation of the NAS by facilitating the development of state-of-the-art data-driven services for use by both traditional airlines and emergent operations like Unmanned Aerial Systems and Urban Air Mobility.
This challenge will function as an early use case to demonstrate the potential that such services can reach with access to high-quality data. Not only will the winning algorithms inform future work on airport configuration prediction, but every team’s experience during the challenge will inform the design and development of the Platform as a whole.
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Run-way Functions: Predict Reconfigurations at US Airports (Prescreened Arena): Rules and Terms of Data Use
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Limitations of liability
By participating in the Competition, each Participant agrees that: (1) any and all disputes, claims, and causes of action arising out of or in connection with the Competition, or any prize awarded, shall be resolved individually without resort to any form of class action; (2) any claims, judgments and awards shall be limited to actual out-of-pocket costs incurred, including costs associated with entering the Competition, but in no event attorney's fees; and (3) under no circumstances will a Participant be permitted to obtain any award for, and each Participant hereby waives all rights to claim, punitive, incidental or consequential damages and any and all rights to have damages multiplied or otherwise increased and any other damages, other than damages for actual out-of-pocket expenses.
DrivenData, Inc., Competition Sponsor, and the employees, officers, directors, shareholders, agents, representatives, affiliates, subsidiaries, and advertising, promotional and legal advisors thereof (collectively, the “Released Parties”) are not responsible and shall not be liable for: (i) late, lost, delayed, damaged, misdirected, incomplete, illegible, or unintelligible entries; (ii) telephone, electronic, hardware, or software program, network, Internet, or computer malfunctions, failures, or difficulties; (iii) errors in transmission; (iv) any condition caused by events beyond the control of the Released Parties that may cause the Competition to be disrupted or corrupted; (v) any injuries, losses, or damages of any kind caused by a prize or resulting from acceptance, possession, or use of a prize, or from participation in the Competition (however (but only if required by law in your jurisdiction), this release and hold harmless commitment does not apply to cases of bodily injury or loss of life to the extent that any death or personal injury is caused by the negligence of DrivenData, Competition Sponsor, or other third parties, where liability to the injured party cannot be excluded by law); or (vi) any printing or typographical errors in any materials associated with the Competition.
Disclaimer of Warranties
You understand that we cannot and do not guarantee or warrant that the Data or other files available for downloading from the internet or the Competition Website will be free of viruses or other destructive code. You are responsible for implementing sufficient procedures and checkpoints to satisfy your particular requirements for anti-virus protection and accuracy of data input and output, and for maintaining a means external to our site for any reconstruction of any lost data. RELEASED PARTIES WILL NOT BE LIABLE FOR ANY LOSS OR DAMAGE CAUSED BY A DISTRIBUTED DENIAL-OF-SERVICE ATTACK, VIRUSES OR OTHER TECHNOLOGICALLY HARMFUL MATERIAL THAT MAY INFECT YOUR COMPUTER EQUIPMENT, COMPUTER PROGRAMS, DATA OR OTHER PROPRIETARY MATERIAL DUE TO YOUR USE OF THE WEBSITE OR ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE OR TO YOUR DOWNLOADING OF ANY MATERIAL POSTED ON IT, OR ON ANY WEBSITE LINKED TO IT.
YOUR USE OF THE COMPETITION WEBSITE, ITS CONTENT AND ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE AND RECEIPT OF ANY PRIZES IS AT YOUR OWN RISK. THE WEBSITE, ITS CONTENT AND ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE ARE PROVIDED ON AN “AS IS” AND “AS AVAILABLE” BASIS, WITHOUT ANY WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED, BEYOND ANY NON-EXCLUDABLE GUARANTEES (DEFINED BELOW). NEITHER THE RELEASED PARTIES NOR ANY PERSON ASSOCIATED WITH RELEASED PARTIES MAKES ANY WARRANTY OR REPRESENTATION WITH RESPECT TO THE COMPLETENESS, SECURITY, RELIABILITY, QUALITY, ACCURACY OR AVAILABILITY OF THE COMPETITION WEBSITE. WITHOUT LIMITING THE FOREGOING, NEITHER RELEASED PARTIES NOR ANYONE ASSOCIATED WITH THE RELEASED PARTIES REPRESENTS OR WARRANTS THAT THE COMPETITION WEBSITE, ITS CONTENT OR ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE WILL BE ACCURATE, RELIABLE, ERROR-FREE OR UNINTERRUPTED, THAT DEFECTS WILL BE CORRECTED, THAT OUR SITE OR THE SERVER THAT MAKES IT AVAILABLE ARE FREE OF VIRUSES OR OTHER HARMFUL COMPONENTS OR THAT THE COMPETITION WEBSITE OR ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE WILL OTHERWISE MEET YOUR NEEDS OR EXPECTATIONS.
NOTHING IN THESE COMPETITION RULES LIMITS, EXCLUDES, OR MODIFIES OR PURPORTS TO LIMIT, EXCLUDE, OR MODIFY ANY STATUTORY CONSUMER GUARANTEE OR ANY IMPLIED CONDITION OR WARRANTY, THE EXCLUSION OF WHICH FROM THESE COMPETITION RULES WOULD CONTRAVENE ANY STATUTE OR CAUSE ANY PART OF THESE TERMS TO BE VOID (“NON-EXCLUDABLE GUARANTEES”). SUBJECT TO THE LIMITATIONS IN THE PRECEDING SENTENCE AND TO THE MAXIMUM EXTENT PERMITTED BY ANY MANDATORY PROVISIONS OF APPLICABLE LAW, THE RELEASED PARTIES HEREBY DISCLAIM ALL WARRANTIES OF ANY KIND, WHETHER EXPRESS OR IMPLIED, STATUTORY OR OTHERWISE, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF MERCHANTABILITY, NON-INFRINGEMENT AND FITNESS FOR PARTICULAR PURPOSE.
THE FOREGOING DOES NOT AFFECT ANY WARRANTIES WHICH CANNOT BE EXCLUDED OR LIMITED UNDER APPLICABLE LAW.
Governing Law and Jurisdiction
DrivenData shall be the sole interpreter of these Competition Rules.
All matters relating to the Competition Rules or the Competition and any dispute or claim arising therefrom or related thereto (in each case, including non-contractual disputes or claims), shall be governed by and construed in accordance with the internal laws of the Commonwealth of Massachusetts without giving effect to any choice or conflict of law provision or rule (whether of the Commonwealth of Massachusetts or any other jurisdiction).
Any legal suit, action or proceeding arising out of, or related to, the Competition or the Competition Website shall be instituted exclusively in the federal courts of the United States or the courts of the Commonwealth of Massachusetts although we retain the right to bring any suit, action or proceeding against you for breach of these Terms of Use in your country of residence or any other relevant country. You waive any and all objections to the exercise of jurisdiction over you by such courts and to venue in such courts.
The invalidity or unenforceability of any provision of these Competition Rules shall not affect the validity or enforceability of any other provision. In the event that any provision is determined to be invalid or otherwise unenforceable or illegal, these Competition Rules shall otherwise remain in effect and be construed in accordance with their terms as if the invalid or illegal provision was not contained herein.