2023_10_27 - Flight-Path-Analysis/FlightPathAnalysis GitHub Wiki
Flight Path Analysis Project: Weekly Meeting
Meeting Date: Oct 27, 2023 - 10:00 CT / 11:00 EST / 9:00 MST / 15:00 UTC
Meeting Location: Zoom
Chair: Andre Guimaraes
Announcements / One Minute Updates
- 40 days until project deadline
Agenda Items
- Google Doc Write-up
- Action Items:
- Other issues for discussion
- Set up action items and working groups for next week
- Any Other Business
GitHub Tutorial
- At the end of the meeting, for anyone that needs it, I'll host further tutorials on GitHub and all the important features we need.
AI-Generated Minutes
Recording: Fathom Link
Attendees:
- Andre Guimaraes (Chair)
- Hannah Solomon
- Dimindu de Silva
- Ruth Meadow Mac-Leod
- Noah Thompson
- Soumen Deb
1. Announcements / One Minute Updates
- Reminder that there are only 40 days left until the project deadline.
- Personal updates were shared, with mentions of connection issues and illness affecting team members.
2. Google Doc Write-up
- The team reviewed the document concerning the project's current progress. It was noted that maintaining units in aviation-standard measurements (knots) might be more practical for the purposes of the project.
3. Action Items Review
Weather Data Acquisition
- Andre and Hannah are continuing efforts in data collection, facing challenges regarding precise altitude measurements and relevant weather factors like wind speed.
- There's a potential lead on getting detailed fuel efficiency data directly from aircraft manufacturers.
Fuel Consumption Estimate Formula
- Ruth and Dimindu are working on establishing a reliable estimate formula, considering variables such as aircraft weight, passenger count, and fuel capacity.
4. Discussions on Flight Data
- The team discussed the complexity of estimating flight weights based on passenger numbers and fuel load. There's an ongoing effort to acquire more data on passenger statistics.
- The possibility of using machine learning, specifically unsupervised neural networks, to identify common flight route clusters was discussed. This method might help in understanding deviations due to weather and optimizing air traffic control procedures.
- There was also a conversation about the feasibility of categorizing flights based on standard departure and arrival procedures using GPS waypoints.
5. Technical Insights
- The team agreed on the importance of identifying the aircraft type in their analysis and the need for a reliable method to link aircraft types with specific call signs from historical data.
- The discussion included the necessity of balancing weight in aircraft for efficient fuel consumption and the safety aspect of flights.
- The team touched upon the challenges in fuel efficiency calculations, particularly for different aircraft models like A320 and A380. The discovery of fuel capacity data in kilograms is expected to aid in this segment of the project.
6. Other Business
- The team briefly discussed the difficulties in obtaining historical weather data, essential for their analysis. Andre and Solomon explored various databases, specifically the Iowa Environmental Mesonet, for weather conditions data and discussed software packages beneficial for interpreting complex meteorological data.
- Andre provided personal insights, and Solomon discussed his perspective on the project's progress and his contributions.
7. Next Steps
- The team will continue their respective tasks, focusing on gathering relevant data and refining estimation formulas.
- Noah will research the operational standards of airlines concerning flight procedures and share his findings.
- The group agreed to create a small lookup table for quick reference on aircraft specifications and to assume constant factors for initial model calculations.
8. GitHub Tutorial
- Andre reiterated his offer to host additional GitHub tutorials for team members who need further assistance.
9. Closing
- The meeting concluded with affirmations of next steps and a review of assigned tasks. Team members are to proceed with their responsibilities and prepare for the upcoming hackathon, with emphasis on collaborative problem-solving.
Next Meeting: Nov 3, 2023 - 10:00 CT / 11:00 EST / 9:00 MST / 15:00 UTC
The meeting recording can be accessed here.
AI-Generated Transcript Summary
- André, Ruth, Solomon, and Soumen discussed various obstacles and uncertainties related to gathering data and estimating factors such as the map of airplanes, passenger weight, throttle settings, and drag. They also mentioned their personal updates, including André's connection issues and Soumen's illness. - PLAY @0:00: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=0.0
- Noah, André, and Solomon discussed the agenda for the meeting, including the need for a document and dataset description. Noah shared a list of ideas, one of which was to keep the units in knots instead of converting them to SI units since aviation uses knots. - PLAY @5:13: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=313.38
- André, Noah, and Ruth discussed various aspects of weather data and its relevance to flight calculations. They explored the need for accurate altitude measurements, the limitations of estimating wind speed, and the possibility of obtaining more precise fuel efficiency data from aircraft manufacturers. - PLAY @10:45: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=645.34
- André, Noah, Ruth, and Dumindu discussed the possibility of estimating the weight of planes based on the amount of fuel they carry and the number of passengers. They also considered the availability of data on passenger numbers and decided to look into it further. - PLAY @19:52: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=1192.62
- André and Noah discussed the possibility of using an algorithm, such as an unsupervised neural network, to categorize flight routes into common clusters. They believed that this could help identify deviations from weather conditions and improve air traffic control. - PLAY @23:40: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=1420.98
- Noah and André discussed the possibility of clustering flights based on departure and arrival procedures using GPS waypoints. Noah agreed to look into the process followed by airlines and provide a summary of the findings, while André expressed interest in implementing this approach if feasible within the project's time frame. - PLAY @25:08: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=1508.82
- André and Dumindu discussed the need to calculate consumption and determine the relationship between aircraft and call signs using databases from 2021. They concluded that the aircraft type is a crucial factor to consider in their analysis. - PLAY @32:25: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=1945.58
- Dumindu, André, Solomon, and Ruth discussed the importance of balancing the weight of passengers on an aircraft to ensure safe and efficient flights. They also considered the impact of fuel consumption and the need to estimate the number of passengers for calculations. - PLAY @33:32: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=2012.4
- Solomon, Dumindu, and André discussed the possibility of decreasing fuel usage and obtaining information about fuel efficiency, wing quality, and aircraft capacity for the A320 and A380 models. They found out the fuel capacity in kilograms, which was considered useful information. - PLAY @39:14: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=2354.9
- André, Ruth, Dumindu, Solomon, and others discussed the need for a small table to look up information about a formation of aircrafts. They agreed to work on a model assuming constant factors and fuel consumption, and if incorrect, they would analyze fuel consumption statistics for different routes. They also mentioned sharing weather information but faced difficulties in finding the data. - PLAY @39:52: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=2392.38
- André and Solomon had a brief conversation where André expressed his thoughts and Solomon mentioned his personal growth. - PLAY @42:23: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=2543.0
- André recommended something to Solomon, but Solomon was unsure and wanted to see the packages André mentioned. André mentioned being introduced to something over the weekend, but Solomon was still unsure and wanted to start with what he had open. - PLAY @42:35: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=2555.48
- Solomon and André discussed the metadata that André had found in the data. They briefly summarized the findings but did not go into detail yet. - PLAY @43:25: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=2605.22
- André and Solomon discussed the process of downloading and converting data from the Iowa Environmental MistleNet (IEM) to obtain weather conditions at different altitudes and longitudes in the continental US. They also explored packages that could help them read and interpret the complex data reported from planes. - PLAY @44:05: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=2645.34
- Solomon and André discussed two different packages for handling meteorological data. They concluded that the second package, met pie, would be more useful in the long run as it can put the data into a pandas data frame and allow for easier extraction of specific information. - PLAY @49:12: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=2952.66
- André, Solomon, Ruth, Dumindu, and Hannah discussed various aspects of their project, including the use of weather data, flight paths, and data compression. They decided to focus on a shorter flight path initially but also explore the potential differences in fuel consumption and weather effects for longer flights in the future. - PLAY @54:01: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=3241.74
- André, Solomon, Dumindu, and Ruth discussed the plan to test their model by conducting short and long flights in both summer and winter. They also assigned tasks, such as choosing a short flight and posting a GitHub tutorial, to be completed before the next meeting. - PLAY @1:01:16: https://fathom.video/share/4z-kFU71mx2yVNPhfEKShrSA3GgCz3rk?timestamp=3676.74