ABSTRACT
This study introduces an orbital monitoring system designed to quantify non-technical losses (NTLs) within electricity distribution networks. Leveraging Sentinel-2 satellite imagery alongside advanced techniques in computer vision and machine learning, this system focuses on accurately segmenting urban areas, facilitating the removal of clouds, and utilizing OpenStreetMap masks for pre-annotation. Through testing on two datasets, the method attained a Jaccard index (IoU) of 0.9210 on the training set, derived from the region of France, and 0.88 on the test set, obtained from the region of Brazil, underscoring its efficacy and resilience. The precise segmentation of urban zones enables the identification of areas beyond the electric distribution company's coverage, thereby highlighting potential irregularities with heightened reliability. This approach holds promise for mitigating NTL, particularly through its ability to pinpoint potential irregular areas.
ABSTRACT
Abstract Cannabidiol (CBD) is a bioactive compound with promising anti-inflammatory results but has low aqueous solubility. Complexation of drugs with this characteristic in carriers is an alternative to improve their efficiency. This study aimed to prepare and characterize CBD complexes in different carriers, and to evaluate the anti-inflammatory effect of such preparations using an experimental model of edema induction in rat paws. The results were compared to a reference drug, ibuprofen (IBU). The carriers evaluated were beta cyclodextrin (bCD) and activated charcoal (AC). Quantification of the drugs in the complexes was determined, and different qualitative analyses were also performed. Oral treatments in single doses with CBD showed inhibitory effects similar to that of IBU, potentiating its bioactivity without significant adverse effects. CBD*bCD doses at 4.375, 8.75, 17.5, and 35 mg/kg significantly reduced the intensity of edema compared to equivalent doses of pure bioactive. In contrast, CBD*AC did not generate benefits. There was no significant inhibitory effect on myeloperoxidase activity, requiring more specific analyses to assess this parameter. The results suggest that the CBD*bCD complexation is perfectly feasible, increasing its anti-edematogenic efficacy in the experimental model used.
Subject(s)
Cannabidiol/agonists , Pharmaceutical Preparations/analysis , Anti-Inflammatory Agents/adverse effects , Charcoal/pharmacology , beta-Cyclodextrins/agonistsABSTRACT
SUMMARY Introduction: Cannabidiol (CBD) has become a promising bioactive for the next decades after the recent recognition of the medical potential of Cannabis derivatives by United Nations member countries, as it has no psychotropic potential as your isomer A9-tetrahydrocannabinol (Δ9-THC). The differentiation of these isomers has been studied for decades. Recent studies demonstrate that even with more subtle chemical characteristics, such as those of the CBD enantiomers, there are considerable bioactive differences. However, there are still not many studies on their chemical structures. Aim: This work aims to present experimental data obtained by Nuclear Magnetic Resonance (NMR) to better elucidate the three-dimensional structure of this enantiomeric bioactive. Materials and methods: For this, a sample of non-synthetic high purity CBD was subjected to different one-dimensional (1D-NMR) and two-dimensional (2D-NMR) analyses related to the hydrogen (1H) and carbon (13C) nuclei. Results and discussion: The 1D-NMR techniques used are sufficient to distinguish the CBD and Δ 9-THC isomers, but not to identify the enantiomeric characteristics of the non-synthetic CBD. Conclusions: It is concluded that the two-dimensional homonuclear (1H,1H) and heteronuclear (1H,13C) techniques analyzed are suitable to help distinguish CBD enantiomers.
Introducción: El cannabidiol (CBD) se ha convertido en un bioactivo prometedor para las próximas décadas tras el reciente reconocimiento del potencial medicinal de los derivados del Cannabis por parte de los países miembros de las Naciones Unidas, ya que no tiene potencial psicotrópico como su isómero Δ9-tetrahidrocannabinol (Δ 9-THC). La diferenciación de estos isómeros se ha estudiado durante décadas. Estudios recientes demuestran que incluso con características químicas más sutiles, como las de los enan-tiómeros del CBD, existen diferencias bioactivas considerables. Sin embargo, no existen muchos estudios sobre sus estructuras químicas. Objetivo: Este trabajo tiene como objetivo presentar datos experimentales obtenidos por Resonancia magnética nuclear (RMN) para dilucidar mejor la estructura tridimensional de este bioactivo enantiomérico. Materiales y métodos: Para ello, una muestra de CBD no sintético de alta pureza se sometió a diferentes análisis unidimensionales (RMN-1D) y bidimensionales (RMN-2D) relacionados con los núcleos del hidrógeno (1H) y carbono (13C). Resultados y discusión: Las técnicas de RMN-1D utilizadas son suficientes para distinguir los isómeros de CBD y Δ 9-THC, pero no para identificar las características enantioméricas del CBD no sintético. Conclusiones: Se concluye que las técnicas bidimensionales homonucleares (1H,1H) y heteronucleares (1H,13C) analizadas son adecuadas para ayudar a distinguir los enantiómeros del CBD.
Introdução: O canabidiol (CBD) se tornou um bioativo promissor para as próximas décadas após o recente reconhecimento do potencial medicinal dos derivados da Cannabis pelos países membros das Nações Unidas, uma vez que não tem potencial psicotrópico como seu isômero Δ 9-tetrahidrocanabinol (A9-THC). A diferenciação desses isômeros é estudada há décadas. Estudos recentes demonstram que mesmo com características químicas mais sutis, como as dos enantiômeros do CBD, há consideráveis diferenças bioativas. Todavia, ainda não há muitos estudos sobre suas estruturas químicas. Objetivo: Este trabalho tem como objetivo apresentar dados experimentais obtidos por Ressonância magnética nuclear (RMN) para melhor elucidar a estrutura tridimensional deste bioativo enantiomérico. Materiais e métodos: Para isso, uma amostra de CBD não sintético de alta pureza foi submetida a diferentes análises unidimensionais (RMN-1D) e bidimensionais (RMN-2D) relacionadas aos núcleos de hidrogênio (1H) e carbono (13C). Resultados e discussão: As técnicas de RMN-1D usadas são suficientes para distinguir os isômeros CBD e Δ 9-THC, mas não para identificar as características enantioméricas do CBD não sintético. Conclusões: Conclui-se que as técnicas bidimensionais homonucleares (1H,1H) e heteronucleares (1H,13C) analisadas são adequadas para auxiliar na distinção dos enantiômeros do CBD.