PMID- 31779398 OWN - NLM STAT- PubMed-not-MEDLINE DCOM- 20191202 LR - 20200108 IS - 1089-7623 (Electronic) IS - 0034-6748 (Linking) VI - 90 IP - 11 DP - 2019 Nov 1 TI - Edge computing in space: Field programmable gate array-based solutions for spectral and probabilistic analysis of time series. PG - 114501 LID - 10.1063/1.5119231 [doi] AB - This paper addresses the problem of performing time series analysis on-board a spacecraft, where the number of constraints is much bigger than for applications running in regular (i.e., ground-based) environments. An objective of modern spacecraft technologies designed for space exploration is to perform on-board data processing tasks, in order to increase the amount of data available for scientific analysis. Field Programmable Gate Array (FPGA) devices are considered as good candidates for hardware implementations of such systems. In order to optimize the usage of on-board resources, FPGAs share their resources between several digital signal processing (DSP) algorithms. In this paper, we describe the design and implementation of such an optimized design where two DSP algorithms are implemented on the same FPGA: (1) the power spectral density and (2) the multiscale probability distribution functions. The entire implementation process is described in detail, including a discussion about the main architectural choices. The proposed solutions focus on optimization of area, speed, and power. The tests performed, on both synthetic and real data, demonstrate the feasibility of our approach and constitute the first step toward porting the design on space-grade FPGAs. FAU - Opincariu, Laurentiu AU - Opincariu L AUID- ORCID: 000000024322611X AD - Technical University of Cluj-Napoca, Cluj-Napoca, Romania. FAU - Deak, Norbert AU - Deak N AUID- ORCID: 000000017829537X AD - Technical University of Cluj-Napoca, Cluj-Napoca, Romania. FAU - Cret, Octavian AU - Cret O AUID- ORCID: 000000026657634X AD - Technical University of Cluj-Napoca, Cluj-Napoca, Romania. FAU - Echim, Marius AU - Echim M AUID- ORCID: 0000000170389494 AD - Institute of Space Science, Magurele, Romania. FAU - Munteanu, Costel AU - Munteanu C AUID- ORCID: 0000000336042352 AD - Institute of Space Science, Magurele, Romania. FAU - Vacariu, Lucia AU - Vacariu L AUID- ORCID: 0000000171982396 AD - Technical University of Cluj-Napoca, Cluj-Napoca, Romania. LA - eng PT - Journal Article PL - United States TA - Rev Sci Instrum JT - The Review of scientific instruments JID - 0405571 SB - IM EDAT- 2019/11/30 06:00 MHDA- 2019/11/30 06:01 CRDT- 2019/11/30 06:00 PHST- 2019/11/30 06:00 [entrez] PHST- 2019/11/30 06:00 [pubmed] PHST- 2019/11/30 06:01 [medline] AID - 10.1063/1.5119231 [doi] PST - ppublish SO - Rev Sci Instrum. 2019 Nov 1;90(11):114501. doi: 10.1063/1.5119231.