The probabilistic neural network architecture for high speed classification of remotely sensed imagery

In this paper we discuss a neural network architecture (the Probabilistic Neural Net or the PNN) that, to the best of our knowledge, has not previously been applied to remotely sensed data. The PNN is a supervised non-parametric classification algorithm as opposed to the Gaussian maximum likelihood classifier (GMLC). The PNN works by fitting a Gaussian kernel to each training point. The width of the Gaussian is controlled by a tuning parameter called the window width. If very small widths are used, the method is equivalent to the nearest neighbor method. For large windows, the PNN behaves like the GMLC. The basic implementation of the PNN requires no training time at all. In this respect it is far better than the commonly used backpropagation neural network which can be shown to take O(N6) time for training where N is the dimensionality of the input vector. In addition the PNN can be implemented in a feed forward mode in hardware. The disadvantage of the PNN is that it requires all the training data to be stored. Some solutions to this problem are discussed in the paper. Finally, we discuss the accuracy of the PNN with respect to the GMLC and the backpropagation neural network (BPNN). The PNN is shown to be better than GMLC and not as good as the BPNN with regards to classification accuracy

Design of neural networks for classification of remotely sensed imagery

Classification accuracies of a backpropagation neural network are discussed and compared with a maximum likelihood classifier (MLC) with multivariate normal class models. We have found that, because of its nonparametric nature, the neural network outperforms the MLC in this area. In addition, we discuss techniques for constructing optimal neural nets on parallel hardware like the MasPar MP-1 currently at GSFC. Other important discussions are centered around training and classification times of the two methods, and sensitivity to the training data. Finally, we discuss future work in the area of classification and neural nets

Dietary b-glucan (MacroGard®) enhances survival of first feeding turbot (Scophthalmus maximus) larvae by altering immunity, metabolism and microbiota

Reflecting the natural biology of mass spawning fish aquaculture production of fish larvae is often hampered by high and unpredictable mortality rates. The present study aimed to enhance larval performance and immunity via the oral administration of an immunomodulator, β-glucan (MacroGard®) in turbot (Scophthalmus maximus). Rotifers (Brachionus plicatilis) were incubated with or without yeast β-1,3/1,6-glucan in form of MacroGard® at a concentration of 0.5 g/L. Rotifers were fed to first feeding turbot larvae once a day. From day 13 dph onwards all tanks were additionally fed untreated Artemia sp. nauplii (1 nauplius ml/L). Daily mortality was monitored and larvae were sampled at 11 and 24 dph for expression of 30 genes, microbiota analysis, trypsin activity and size measurements. Along with the feeding of β-glucan daily mortality was significantly reduced by ca. 15% and an alteration of the larval microbiota was observed. At 11 dph gene expression of trypsin and chymotrypsin was elevated in the MacroGard® fed fish, which resulted in heightened tryptic enzyme activity. No effect on genes encoding antioxidative proteins was observed, whilst the immune response was clearly modulated by β-glucan. At 11 dph complement component c3 was elevated whilst cytokines, antimicrobial peptides, toll like receptor 3 and heat shock protein 70 were not affected. At the later time point (24 dph) an anti-inflammatory effect in form of a down-regulation of hsp 70, tnf-α and il-1β was observed. We conclude that the administration of MacroGard® induced an immunomodulatory response and could be used as an effective measure to increase survival in rearing of turbot

Investigation of the Synergistic Anti-pyretic and Anti-inflammatory Activity of Sonchus wightianus DC, Paracetamol and Indomethacin Combination in Rat Models

Introduction: In conventional Indian medicine, several plants have long been utilized to treat various ailments. Among these herbal species, Sonchus wightianus DC is known for anti-inflammatory and antipyretic effects attributed to compound found in its leaves such as fatty acid methyl esters, sterol and triterpenoids. Induced pyrexia and inflammation in animal models serves to investigate the potential synergistic interactions between traditional herbal remedies and standard medication. Aims and Objectves: Thus, this research aimed to evaluate the anti-pyretic and anti-inflammatory properties of methanolic extract obtained from Sonchus wightianus DC leaves tested alone and in combination with classic anti-inflammatory agents using the Carrageenan paw edema and anti-pyretic agent using yeast-induced pyrexia in Wistar rats. Methods: Soxhlet extraction was used to obtain the methanolic extract. Inflammation was induced by a 1% (w/v) carrageenan injection, while 20% Brewer\u27s yeast triggered pyrexia in male Wistar rat. The antipyretic activity was evaluated by taking the body temperature at various hours, while the anti-inflammatory activity was assessed by measuring the paw and cytokines (TNF-α, IL-6, IL-1β). Results: The research investigation discovered that the extract of Sonchus wightianus DC along with varying doses of Indomethacin and Paracetamol, considerably reduced raised body temperature and avoided inflammation, exhibiting percentage inhibition. The study further revealed that at a dosage of 300 mg/kg of the plant extract, 300 mg/kg plant extract combined with Paracetamol (150 mg/kg), and 300 mg/kg plant extract combined with Indomethacin (10 mg/kg), there was a marked reduction in paw edema and pyrexia in the experimental models. Moreover, the extract was found to substantially lower serum levels of key inflammatory mediators, including IL-1β, IL-6, and TNF-α. Conclusion: These findings indicates that Sonchus wightianus DC extract has potential therapeutic benefits in managing inflammation and fever, especially when combined with standard drugs like Paracetamol and Indomethacin

Unveiling Potent Anti-Asthmatic Effect of Curcumin in Combination with Salmeterol in Swiss Albino Mice

Background: Asthma is a long-term inflammatory respiratory condition marked by alterations in the airways and an increase in inflammatory cell infiltration. It has been observed that Curcumin possesses immune-modulating, anti-inflammatory, and relaxing properties for smooth muscle in the airways. Salmeterol is believed to ease the smooth muscles of the airways. Objective: Swiss Albino mice were used in the research to examine the combination anti-asthmatic effects of Curcumin and Salmeterol in asthma produced by ova albumin and milk induced eosinophilia and leucocytosis. Methods: The mice received pre-treatment with Curcumin (10 mg/kg, 20 mg/kg intraperitoneally) as well as Salmeterol (5 mg/kg) after being stimulated with an Ovalbumin (OVA) challenge and milk. After the induction period, various hematological, biochemical, molecular (ELISA), and histological analyses were performed. Results: The findings demonstrated that the combined treatment decreased the animal’s overall leukocyte and eosinophil numbers in a manner that was dose-dependent. Additionally, the therapy reduced albumin and overall protein amount in serum, BALF and lung tissues, facilitated changes in haematological parameters, and reduced the rise of Th2 cytokines (IL-4, TNF-α, IL-13) levels that is induced by OVA in lungs and BALF, total IgE level in serum. The combined action of Curcumin and Salmeterol reduced OVA-induced inflammatory influx and ultrastructural abnormalities, according to histopathological evaluation. Conclusion: The findings of this investigation demonstrate that curcumin and salmeterol together possess anti-asthmatic effects through suppressing Th2 triggered immune response and possessing an anti-inflammatory effect and anti-allergic effect. Thus combination of treatments might be a novel technique for managing asthma

It takes three to tango: The length of the oligothiophene chain determines the nature of the long‐lived excited state and the resulting photocytotoxicity of a ruthenium(II) Photodrug

Abstract TLD1433 is the first Ru(II) complex to be tested as a photodynamic therapy agent in a clinical trial. In this contribution we study TLD1433 in the context of structurally‐related Ru(II)‐imidozo[4,5‐f][1,10]phenanthroline (ip) complexes appended with thiophene rings to decipher the unique photophysical properties which are associated with increasing oligothiophene chain length. Substitution of the ip ligand with ter‐ or quaterthiophene changes the nature of the long‐lived triplet state from metal‐to‐ligand charge‐transfer to 3 ππ* character. The addition of the third thiophene thus presents a critical juncture which not only determines the photophysics of the complex but most importantly its capacity for 1 O 2 generation and hence the potential of the complex to be used as a photocytotoxic agent

Bis[2-(4,5-diphenyl-1H-imidazol-2-yl)-4-nitro-phenolato]copper(II) dihydrate: crystal structure and Hirshfeld surface analysis

The crystal and molecular structures of the title CuII complex, isolated as a dihydrate, [Cu(C21H14N3O3)2]2H2O, reveals a highly distorted coordination geometry intermediate between square-planar and tetrahedral defined by an N2O2 donor set derived from two mono-anionic bidentate ligands. Furthermore, each six-membered chelate ring adopts an envelope conformation with the Cu atom being the flap. In the crystal, imidazolyl-amine-N—HO(water), waterO—HO(coordinated, nitro and water), phenyl-C—HO(nitro) and (imidazolyl)–(nitrobenzene) [inter-centroid distances = 3.7452 (14) and 3.6647 (13) A˚ ] contacts link the components into a supramolecular layer lying parallel to (101). The connections between layers forming a three-dimensional architecture are of the types nitrobenzene-C—HO(nitro) and phenyl-C—H(phenyl). The distorted coordination geometry for the CuII atom is highlighted in an analysis of the Hirshfeld surface calculated for the metal centre alone. The significance of the intermolecular contacts is also revealed in a study of the calculated Hirshfeld surfaces; the dominant contacts in the crystal are HH (41.0%), OH/HO (27.1%) and CH/HC (19.6%)