Algorithm science to operations for the National Polar-orbiting Operational Environmental Satellite System (NPOESS) visible/infrared imager/radiometer suite (VIIRS)
The VIIRS sensor provides measurements for 22 environmental data records (EDRs) addressing the atmosphere, ocean surface temperature, ocean color, land parameters, aerosols, imaging for clouds and ice, and more. That is, the VIIRS collects visible and infrared radiometric data of the Earth's atmosphere, ocean, and land surfaces. Data types include atmospheric, clouds, Earth radiation budget, land/water and sea surface temperature, ocean color, and low light imagery. This wide scope of measurements calls for the preparation of a multiplicity of algorithm theoretical basis documents (ATBDs), and, additionally, for intermediate products such as cloud mask, et al. Furthermore, the VIIRS interacts with three or more other sensors. This paper addresses selected and crucial elements of the process being used to convert and test an immense volume of a maturing and changing science code to the initial operational source code in preparation for launch of NPP. The integrity of the original science code is maintained and enhanced via baseline comparisons when re-hosted, in addition to multiple planned code performance reviews.
Science to operations: challenges, rewards, and pitfalls of converting algorithm science code to operational code
The NGST/Raytheon Contractor Team selected to build and operate the system has responsibility for both hardware and algorithms . This paper describes the process being used by the NGST/Raytheon team to convert science-grade algorithm code to operational code. Also discussed are the challenges, rewards, and pitfalls associated with the process of converting an evolving science-grade algorithm code to pre-launch operational code. A major challenge is dealing with two simultaneous feedback loops; one between the NGST and the sensor vendor; another between NGST and its Raytheon partner to convert an evolving and immature science product to an operational product.
Assessment of Ground Regeneration around Borehole Heat Exchangers between Heating Seasons in Cold Climates: A Case Study in Bialystok (NE, Poland)
Based on the experimental studies, the process of ground regeneration around the borehole loaded with brine-water heat pumps working exclusively for heating purposes in the period of four consecutive heating seasons in a cold climate was presented. The research was conducted in north-eastern Poland. The aim of the work is to verify the phenomenon of thermal ground regeneration in the period between heating seasons on the basis of the recorded data and to check whether the ground is able to regenerate itself and at what rate. It was noticed that the ground does not fully regenerate, especially during heating seasons with lower temperatures. In the analyzed period, from 22 September 2016 to 12 October 2020, the ground probably cooled irreversibly by 1.5 °C. In order to illustrate and evaluate the speed of changes in the ground, the one’s profile with an undisturbed temperature field was presented for each month of the year. The presented results can be a very important source of information for the analysis of geothermal conditions occurring in the ground. They can be used to verify mathematical models and conduct long-term simulations that allow us to see the complexity of the processes taking place in the ground.