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Reference Research Sectioning

Mathematical Reference

Open-CV

[ ] Camera Calibration and 3D Reconstruction, OpenCV - Open Source Computer Vision, 31 Jan 2024. Available: here

Jaccard

[ ] Etude de la distribution florale dans une portion des Alpes et du Jura. Bulletin de la Societe Vaudoise des Sciences Naturelles, Jaccard, Paul, Jan 1901, pg 37. 547-579. doi: 10.5169/seals-266450. here

[ ] Comparing sets of patterns with the Jaccard index. Australasian Journal of Information Systems. Fletcher, Sam & Islam, Md Zahidul. March 2018, DOI: 22. 10.3127/ajis.v22i0.1538, available here

ROC Curve

[ ] Fawcett, Tom. (2006). Introduction to ROC analysis. Pattern Recognition Letters. 27. 861-874. 10.1016/j.patrec.2005.10.010. here

[ ] Pintea, Sebastian & Moldovan, Ramona. (2009). The Receiver-Operating Characteristic (ROC) analysis: Fundamentals and applications in clinical psychology. Journal of Cognitive and Behavioral Psychotherapies. 9. 49-66. Available: here

Cloud-Sky Separation

[ ] Estimating Geo‐Referenced Cloud‐Base Height With Whole‐Sky Imagers. Earth and Space Science, Lyu, Baolei & Chen, Yang & Guan, Yuqiu & Gao, Tianlei & Liu, Jun. August 2021. Available: here

[ ] All-sky photogrammetry techniques to georeference a cloud field. Atmospheric Measurement Techniques, Crispel, Pierre & Roberts, Gregory , January 2018. Available: here

[ ] Retrieving Cloud Characteristics from Ground-Based Daytime Color All-Sky Images. Journal of Atmospheric and Oceanic Technology, Long, Charles & Sabburg, J. & Calbó, Josep & Pages, David. (2006). - J ATMOS OCEAN TECHNOL. 23. 10.1175/JTECH1875.1. Available: here

[ ] A Hybrid Thresholding Algorithm for Cloud Detection on Ground-Based Color Images. Journal of Atmospheric and Oceanic Technology. 28, Li, Qingyong & Lyu, Weitao & Yang, Jun. (2011). 1286-1296. 10.1175/JTECH-D-11-00009.1.

[ ] A Simple Method for the Assessment of the Cloud Cover State in High-Latitude Regions by a Ground-Based Digital Camera. Journal of Atmospheric and Oceanic Technology - J ATMOS OCEAN TECHNOL, Pereira de Souza Echer, Mariza & Pereira, Enio & Leonardo, Bins & Andrade, M.. (2006). 23. 10.1175/JTECH1833.1.

[ ] Automatic cloud classification of whole sky images. Atmospheric Measurement Techniques, Heinle, A. & Macke, Andreas & Srivastav, Anand. (2010). 3. 10.5194/amt-3-557-2010.

[ ] High-dynamic-range imaging for cloud segmentation. Atmospheric Measurement Techniques., Dev, Soumyabrata & Savoy, Florian & Lee, Yee Hui & Winkler, Stefan. (2018). 11. 2041-2049. 10.5194/amt-11-2041-2018.

[ ] Fa, Tao & Xie, Wanyi & Yiren, Wang & Xia, Yingwei. (2019). Development of an all-sky imaging system for cloud cover assessment. Applied Optics. 58. 5516. 10.1364/AO.58.005516.

[ ] G. Demarcq, "Mastering Semantic Segmentation and Instance Segmentation - 2024," November 22, 2023. [Online]. Available: https://www.ikomia.ai/blog/instance-segmentation-and-semantic-segmentation#how-to-use-semantic-and-instance-segmentation-in-machine-learning-projects.

Sky-Imager Models

[ ] WAHRSIS: A low-cost high-resolution whole sky imager with near-infrared capabilities. Proceedings of SPIE - The International Society for Optical Engineering, Dev, Soumyabrata & Savoy, Florian & Lee, Yee Hui & Winkler, Stefan. May 2014, Available: here

[ ] S. Dev, F. M. Savoy, Y. H. Lee and S. Winkler, "Estimation of solar irradiance using ground-based whole sky imagers," 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Beijing, China, 2016, pp. 7236-7239, doi: 10.1109/IGARSS.2016.7730887

[ ] A Low Cost, Edge Computing, All-Sky Imager for Cloud Tracking and Intra-Hour Irradiance Forecasting, Richardson, Walter & Krishnaswami, Hariharan & Vega, Rolando & Cervantes, Michael. (2017). Sustainability. 9. 482. 10.3390/su9040482.

[ ] Estimating solar irradiance using sky imagers, Atmospheric Measurement Techniques, S. Dev, F.M. Savoy, Y.H. Lee, S. Winkler, 12 (10) (2019)

[ ] Jain, Mayank & Gollini, Isabella & Bertolotto, Michela & McArdle, Gavin & Dev, Soumyabrata. (2021). An Extremely-Low Cost Ground-Based Whole Sky Imager. 8209-8212. 10.1109/IGARSS47720.2021.9553032. Available: here

[ ] LAMSkyCam: A Low-cost and Miniature Ground-based Sky Camera. Mayank Jain, Vishal Singh Sengar, Isabella Gollini, Michela Bertolotto, Gavin McArdle, Soumyabrata Dev. August 2022 Available: here

Weather Stations

[ ] DIY Weather Station With ESP32, AutoDesk Instructables, Giovanni Aggiustatutto, Available: here

[ ] Sharma, Puja & Prakash, Shiva. ( August 2021). Real Time Weather Monitoring System Using Iot. ITM Web of Conferences. 40. 01006. 10.1051/itmconf/20214001006. here

[ ] Create A Simple ESP32 Weather Station With BME280, LastMinuteEngineers, Available: here

[ ] Complete DIY Raspberry Pi Weather Station With Software, AutoDesk Instructables, spacemanlabs, Available: here

[ ] MWS-M625, Intellisense Systems, Inc, 21041 S. Western Ave, Torrance, CA 90501. Available: here

[ ] Real Time Weather Monitoring using IoT, Puja Sharma, Shiva Prakash, ITM Web of Conferences 40(3):01006, August 2021, Available: here

[ ] Agarwal, Anita & Rajesh, Rohit & Arul, Nitin. (2023). Spatially-Resolved Hyperlocal Weather Prediction and Anomaly Detection Using IoT Sensor Networks and Machine Learning Techniques. 89-93. 10.1109/MoSICom59118.2023.10458839. Available: here

[] Kairuz-Cabrera, David & Hernández-Rodríguez, Victor & Schalm, Olivier & Martínez, Alain & Laso, Pedro & Alejo, Daniellys. (2024). Development of a Unified IoT Platform for Assessing Meteorological and Air Quality Data in a Tropical Environment. Sensors. 24. 2729. 10.3390/s24092729. Available: here

LCL

[ ] A Simplified Analytical Method to Calculate the Lifting Condensation Level from a Skew-T Log-P Chart. Avances en Ciencias e Ingenieria. 7. C124-C129 (Extras), Muñoz, Erith & Mundaray, Rafael & Falcon, Nelson, 2015.

[ ] The Relationship between Relative Humidity and the Dewpoint Temperature in Moist Air: A Simple Conversion and Applications. Bulletin of the American Meteorological Society 86(2) pp. 225-234, Lawrence, M. (2005). Available at: here (Accessed 5 Sep 2023)

[ ] Romps, D. (2017). Exact Expression for the Lifting Condensation Level. Journal of the Atmospheric Sciences 74(12) pp. 3891-3900. Available at: https://journals.ametsoc.org/view/journals/atsc/74/12/jas-d-17-0102.1.xml [Accessed 29 Apr 2024].

Design Science

[ ] Nunamaker, Jay F., Minder Chen and Titus D. M. Purdin. “Systems development in information systems research.” Twenty-Third Annual Hawaii International Conference on System Sciences 3 (1990): 631-640 vol.3.

[ ] Wolfgang, J. (2006) Research through DESIGN through research - a problem statement and a conceptual sketch, in Friedman, K., Love, T., Côrte-Real, E. and Rust, C. (eds.), Wonderground - DRS International Conference 2006, 1-4 November, Lisbon, Portugal. https://dl.designresearchsociety.org/drs-conference-papers/drs2006/researchpapers/73

[ ] Peffers, Ken & Tuunanen, Tuure & Rothenberger, Marcus & Chatterjee, S.. (2007). A design science research methodology for information systems research. Journal of Management Information Systems. 24. 45-77. Available: here

[ ] Offermann, Philipp & Levina, Olga & Schönherr, Marten & Bub, Udo. (2009). Outline of a design science research process. 10.1145/1555619.1555629. Available: here

Research questions

  • Is it possible to create a sky-imager product under the cost of comparable imager products.
  • What is the accuracy of the sensor readings in comparison to reported METAR readings.
  • With what accuracy can images from this sky imager be used for cloud separation.
  • Given the accuracy of our sensors, can the derived LCL be substituted with reasonable accuracy for the Cloud Base Height (CBH).