New acceleration technique for the backpropagation algorithm

Artificial neural networks have been studied for many years in the hope of achieving human like performance in the area of pattern recognition, speech synthesis and higher level of cognitive process. In the connectionist model there are several interconnected processing elements called the neurons that have limited processing capability. Even though the rate of information transmitted between these elements is limited, the complex interconnection and the cooperative interaction between these elements results in a vastly increased computing power; The neural network models are specified by an organized network topology of interconnected neurons. These networks have to be trained in order them to be used for a specific purpose. Backpropagation is one of the popular methods of training the neural networks. There has been a lot of improvement over the speed of convergence of standard backpropagation algorithm in the recent past. Herein we have presented a new technique for accelerating the existing backpropagation without modifying it. We have used the fourth order interpolation method for the dominant eigen values, by using these we change the slope of the activation function. And by doing so we increase the speed of convergence of the backpropagation algorithm; Our experiments have shown significant improvement in the convergence time for problems widely used in benchmarKing Three to ten fold decrease in convergence time is achieved. Convergence time decreases as the complexity of the problem increases. The technique adjusts the energy state of the system so as to escape from local minima

Exploration of 1,9-Pyrazoloanthrones as a Copious Reserve for Multifarious Chemical and Biological Applications

Pyrazoloanthrone and its analogues form the central core of the thesis and the work is focused on the evaluation of chemical and biological applications of pyrazoloanthrones. Selective and sensitive detection of biologically, environmentally and industrially important molecular species such as fluoride, cyanide and picric acid by using pyrazoloanthrones as sensors form the first part while the second part deals with selective and specific kinase inhibition by pyrazoloanthrones to moderate inflammation associated disorders like septic shock. All the investigations are based on extensive crystallographic studies of the participating molecules. Chapter 1 provides a brief review on the history and biological importance of 1,9-pyrazoloanthrones. The potential of these molecules as probes in sensor chemistry and protein kinase inhibition is envisaged. A short account of the techniques employed for the investigations along with a preamble is presented. Chapter 2 is divided into two parts. Part A deals with the design of a colorimetric and “turn-on” fluorescent chemosensor based on 1,9-pyrazoloanthrone specifically for cyanide and fluoride ion detection. A remarkable solid state reaction indicated by the development of intense red color occurs when crystals of tetrabutylammonium cyanide/fluoride are brought in physical contact with 1,9¬pyrazoloanthrone resulting in corresponding molecular complexes (Figure 1). X-ray crystal structures of these complexes and also of 1,9-pyrazoloanthrone have been determined and the ion sensing activity has been substantiated on the basis of spectroscopic (absorption, fluorescence and NMR) and structural analyses. The crystal structure of the parent compound exhibits a disorder as a consequence of tautomerism and the disorder gets carried on to the complexes as well with even the cyanide and the fluoride ions showing partial occupancy sites. The presence of the –NH group and associated intramolecular charge transfer upon complex formation is attributed to the extreme sensitivity of 1,9-pyrazoloanthrone for cyanide and fluoride (detection limits of 0.2 ppb and 2 ppb) ions respectively. Figure 1. Development of intense red color during the solid state reaction (shown on left) and the turn on fluorescence behavior (shown to the right) Part B demonstrates the utilization of electron rich N-alkyl substituted pyrazoloanthrones to design sensors for detecting explosive and electron deficient nitro aromatics such as picric acid (PA). The N-alkyl derivative of 1,9-pyrazoloanthrone has been synthesized, characterized by single crystal X-ray diffraction studies and evaluated as a potent sensor for picric acid. NMR and fluorescence lifetime measurements validate that the fluorescence quenching of sensor compound by PA (Figure 2) as due to the formation of excited state charge-transfer complex resulting in dynamic quenching. Figure 2. Fluorescence quenching measurements demonstrating the dynamic quenching in the charge transfer complex. Chapter 3 deals with the biological evaluation of 1,9-pyrazoloanthrone and its alkyl derivatives towards the inhibition of a decisive protein kinase called c-Jun N-terminal Kinase (JNK), an important member of MAP kinase family. JNK controls crucial cellular processes like apoptosis and cell proliferation and is implicated in disorders associated with inflammation such as septic shock, arthritis, inflammatory bowel disease, etc. Therapeutic inhibition of JNK activity by small molecules has proven to be advantageous in the treatment of diseases coupled with derailed inflammation. In this context, it is already established that 1,9-pyrazoloanthrone (SP600125) effectively and selectively inhibits JNK at concentrations beyond 10 M. A series of alkyl isomers of pyrazoloanthrone derivatives have been synthesized to evaluate the structural implications of inhibition and to elevate both selectivity and sensitivity at lower concentrations. The crystal structures of these isomers have been characterized and their utility as inhibitors has been tested for their in vitro inhibitory activity over c-Jun N-terminal kinase (JNK). The minimum inhibitory concentrations required by these molecules to inhibit JNK was found to be lesser as compared to 1,9-pyrazoloanthrone (<5 µM; Figure 3). Critically, it turns out that among the various inhibitors synthesized, the lead candidates SPP1 and SPB1 display specific inhibition of JNK among other LPS activated MAP kinases like ERK1/2 and p38. These results suggest that N-alkyl (propyl and butyl) bearing pyrazoloanthrone scaffolds provide promising therapeutic inhibitors for JNK in regulating inflammation associated disorders. Figure 3. Inhibition of JNK in macrophages by the SPP1 and SPB1 compared to the known SP600125. Inspired by the results reported in the previous chapter, Chapter 4 is devoted to the generation of a library of compounds based on SPP1 and SPB1 with a purpose to design inhibitors of JNK which perform at the lowest possible concentrations and the consequent evaluation of their potential on endotoxin induced septic shock. Severe sepsis or septic shock is one of the rising causes for mortality worldwide representing nearly 10% of intensive care unit admissions. Susceptibility to sepsis is identified to be mediated by innate pattern recognition receptors and responsive signaling pathways of the host. The c-Jun N-terminal Kinase (JNK)-mediated signaling events play critical role in bacterial infection triggered multi-organ failure, cardiac dysfunction and mortality. Figure 4. Two selected molecules for specific inhibition studies of JNK at lower concentrations. It is demonstrated that alkyl and halogen substitution on the periphery of anthrapyrazolone increases the binding potency of the inhibitors specifically towards JNK. Based on the results from both in vitro with macrophages and in vivo with the mouse model of septicemia, the potential role of two selected molecules D1 and D2 (Figure 4) in regulating endotoxin induced inflammation is firmly established. Further, it is demonstrated that hydrophobic and hydrophilic interactions generated by these small molecules effectively block endotoxin-induced inflammatory genes expression in in vitro and septic shock in vivo, in a mouse model, with remarkable efficacies. Altogether, the in vitro as well as the in vivo data clearly potentiates the selective inhibitory capacity of small molecule inhibitors like D1 and D2 which can facilitate the treatment of current inflammatory disorders when used in combination with the available drugs having varied efficacies. The results rationalize the significance of the diversity oriented synthesis of small molecules for selective inhibition of JNK and their potential in the treatment of severe sepsis

Reduction of Energy Consumption and Latency in Cognitive WBAN Using LDPC Error Corrcting Codes

Wireless body area network has been implemented to monitor the human body systems to detect and cure the diseases. Lifetime and Latency are the major concerns in for Wireless body area network. Due to the signal transmission takes place in or around the body in WBAN, Packet Error Rate has been affected because of channel fading and collisions in the channel due to the existence of other wireless devices. Therefore, latency and lifetime of the sensors very crucial. To reduce these issues, cognitive radio (CR) armed Wireless body area network should be a better option. Here, Reed Solomon and LDPC error correcting mechanism for CR-armed Wireless body area network has been proposed. Various issues in Cognitive Radio networks have been investigated till date to cope with latency and energy utilization. Error control techniques have not explored for Cognitive Radio networks and the existing error correcting mechanism for WSNs should not be imposed to Cognitive Radio network due to the mechanism of adaptive spectrum access mechanism. The method proposed here selects the routes and number of hops from source to sink adaptively and alters the redundancy to reduce the expected energy and latency utilization. The simulation results show that the proposed mechanism gives better results with the view of energy, latency consumption in the multihop CR armed Wireless body area network

Synthesis, Characterization and Visible Light Driven Photocatalytic Applications of Bi2WO6 Nanoparticles Towards Congo Red Dye Degradation

Bi2WO6 nanoparticles were synthesized using two novel methods namely amorphous citrate method and urea hydrolysis method. Phase pure Bi2WO6 was obtained in amorphous citrate method which have been ascribe to the homogeneous distribution of metal ions in the precursor due to the inherent ligating capacity of citric acid. The Bi2WO6 synthesized by urea hydrolysis method contain a mixed phase system with Bi2WO6 as major and Bi2W2O9 as minor phase. UV-visible spectral study indicated that the Bi2WO6 material exhibit significant visible light absorption suitable for photocatalytic applications. The BWO material exhibit quantum confinement effect as manifested from the higher band gap value of ~2.9 eV observed. The particle size of the BWO-AC quantum dots are found to be in the range of 6-8 nm from TEM study. The BWO material synthesized by both methods display promising photocatalytic activity for degradation of congored from aqueous sources under visible light irradiation

NON-CHROMATOGRAPHIC PURIFICATION OF SYNTHETIC BIO-OLIGOMERS

Synthetic oligonucleotides and peptides have found wide applications in industry and academic research labs. There are ~60 peptide drugs on the market and over 500 under development. The global annual sale of peptide drugs in 2010 was estimated to be $13 billion. There are three oligonucleotide-based drugs on market; among them, the FDA newly approved Kynamro was predicted to have a$100 million annual sale. The annual sale of oligonucleotides to academic labs was estimated to be $700 million. Both bio-oligomers are mostly synthesized on automated synthesizers using solid phase synthesis technology, in which nucleoside or amino acid monomers are added sequentially until the desired full-length sequence is reached. The additions cannot be complete, which generates truncated undesired failure sequences. For almost all applications, these impurities must be removed. The most widely used method is HPLC. However, the method is slow, expensive, labor-intensive, not amendable for automation, difficult to scale up, and unsuitable for high throughput purification. It needs large capital investment, and consumes large volumes of harmful solvents. The purification costs are estimated to be more than 50% of total production costs. Other methods for bio-oligomer purification also have drawbacks, and are less favored than HPLC for most applications. To overcome the problems of known biopolymer purification technologies, we have developed two non-chromatographic purification methods. They are (1) catching failure sequences by polymerization, and (2) catching full-length sequences by polymerization. In the first method, a polymerizable group is attached to the failure sequences of the bio-oligomers during automated synthesis; purification is achieved by simply polymerizing the failure sequences into an insoluble gel and extracting full-length sequences. In the second method, a polymerizable group is attached to the full-length sequences, which are then incorporated into a polymer; impurities are removed by washing, and pure product is cleaved from polymer. These methods do not need chromatography, and all drawbacks of HPLC no longer exist. Using them, purification is achieved by simple manipulations such as shaking and extraction. Therefore, they are suitable for large scale purification of oligonucleotide and peptide drugs, and also ideal for high throughput purification, which currently has a high demand for research projects involving total gene synthesis. The dissertation will present the details about the development of the techniques. Chapter 1 will make an introduction to oligodeoxynucleotides (ODNs), their synthesis and purification. Chapter 2 will describe the detailed studies of using the catching failure sequences by polymerization method to purify ODNs. Chapter 3 will describe the further optimization of the catching failure sequences by polymerization ODN purification technology to the level of practical use. Chapter 4 will present using the catching full-length sequence by polymerization method for ODN purification using acid-cleavable linker. Chapter 5 will make an introduction to peptides, their synthesis and purification. Chapter 6 will describe the studies using the catching full-length sequence by polymerization method for peptide purification