Forecasting Equity using LSTM Value-at-Risk Estimation

A deep learning hybrid approach (LSTM-VaR) is proposed for risk-based stock value prediction by comparing the relationship and temporal sequence of stock value data. By utilizing time in its predictions, the model can improve accuracy and reduce volatility in stock price projections. It can anticipate changes in stock market indices and develop a reliable strategy for projecting future costs while calculating normal fluctuations of indices

An Event Based Digital Forensic Scheme for Vehicular Networks

The software in today's cars has become increasingly important in recent years. The development of high-tech driver assistance devices has helped fuel this movement. This tendency is anticipated to accelerate with the advent of completely autonomous vehicles. As more modern vehicles incorporate software and security-based solutions, "Event-Based digital forensics," the analysis of digital evidence of accidents and warranty claims, has become increasingly significant. The objective of this study is to ascertain, in a realistic setting, whether or not digital forensics can be successfully applied to a state-of-the-art automobile. We did this by dissecting the procedure of automotive forensics, which is used on in-car systems to track the mysterious activity by means of digital evidence. We did this by applying established methods of digital forensics to a state-of-the-art car.Our research employs specialized cameras installed in the study areas and a log of system activity that may be utilized as future digital proof to examine the effectiveness of security checkpoints and other similar technologies. The goal is to keep an eye on the vehicles entering the checkpoint, look into them if there is any reason to suspect anything, and then take the appropriate measures. The problem with analyzing this data is that it is becoming increasingly complex and time-consuming as the amount of data that has been collected keeps growing. In this paper, we outline a high-level methodology for automotive forensics to fill in the blanks, and we put it through its paces on a network simulator in a state-of-the-art vehicle to simulate a scenario in which devices are tampered with while the car is in motion. Here, we test how well the strategy functions. Diagnostics over IP (Diagnostics over IP), on-board diagnostics interface, and unified diagnostic services are all used during implementation. To work, our solution requires vehicles to be able to exchange diagnostic information wirelessly.These results show that it is possible to undertake automotive forensic analysis on state-of-the-art vehicles without using intrusion detection systems or event data recorders, and they lead the way towards a more fruitful future for automotive forensics. The results also show that modern autos are amenable to forensic automotive analysis

Multi-Communication System for Physically Disabled PeopleUsing Raspberry Pi

Today to lead our life we needed to keep running with our quick materialistic world. We express our considerations, by speaking with various individuals in various languages and in various ways Therefore there effectively. In any case, it is troublesome for physically incapacitated individuals, for example, for example, dump, hard of hearing, visually impaired and deadened to express their considerations and thoughts. Is a need to develop such a concrete solution for physically disabled people which will results as a better communication media for them. The designed system resolves the said problems. (1) Dump people can express their thoughts by pressing keyboard buttons (2) When blind/deaf person speaks, Raspberry pi based device converts it into text and displays on screen. (3) The paralyzed people by wearing flex sensor glove can express their thoughts through feasible figure movement. All these activities are possible with a unique embedded system using raspberry pi and disabled people can lead their life peacefully and independently through smooth communication of their ideas and thoughts with their family members, friends and society

DEVELOPMENT AND VALIDATION OF A SIMPLE UV SPECTROPHOTOMETRIC METHOD FOR THE ESTIMATION OF SALBUTAMOL SULPHATE FROM PHARMACEUTICAL FORMULATIONS

Objective: The present study was undertaken to develop a rapid, simple, specific and economic ultraviolet (UV) spectrophotometric method for estimating the Salbutamol Sulphate (SS) in pharmaceutical formulations. Methods: The analysis was performed at λ max 276 nm using Sorenson’s isotonic phosphate buffer pH 7 (SIPB pH 7) as blank/diluent. The method was validated by following the analytical performance parameters as suggested by International Conference on Harmonization (ICH) which included accuracy, precision, linearity. Results: The drug follows the beer’s lambert’s law in the concentration range of 12.5-37.5μg/ml and exhibited good correlation coefficient (0.9997) and excellent mean recovery. Percentage RSD for precision and accuracy of the method was found to be less than 2%. This method was successfully applied for the determination of the Salbutamol Sulphate in commercial brands of Indian market and the results were in good agreement with the label claims. The developed method was suitable and specific to the analysis of Salbutamol Sulphate even in the presence of common excipients. Conclusion: The obtained results proved that the validated method can be employed for the routine analysis of Salbutamol Sulphate in bulk as well as in the commercial formulations

Modification, Characterization, and Catalytic Application of Mesolite for One Pot Synthesis of 3-Methyl-4-arylmethylene-isoxazol-5(4H)-ones

Natural mesolite type zeolite was collected, modified by sulphuric acid treatment and characterized by using Powder-X ray diffraction, Scanning electron microscopy and Energy dispersive spectroscopy, Fourier transform infrared spectroscopy. Temperature programmed ammonia desorption, Brunauer-Emmer-Teller surface area analysis. Modified dealuminated mesolite shows an efficient catalytic activity for one pot synthesis of 3-methyl-4-arylmethylene-isoxazol-5(4H)-ones derivatives, via one pot three component condensation of benzaldehyde, ethylacetoacetate and hydroxylamine hydrochloride. Present method offers several advantages over the reported methods like a simple and inexpensive modification of catalyst, mild reaction condition, easy separation of catalyst, simple work-up procedure, nonchromatographic isolation and purification desired product and excellent yield. Furthermore, catalyst could be reused without significant loose in activity. Copyright © 2017 BCREC GROUP. All rights reservedReceived: 25th August 2016; Revised: 10th October 2016; Accepted: 17th October 2016How to Cite: Pawar, G.T., Gadekar, S.P., Arbad, B.R., Lande, M.K. (2017). Modification, Characterization, and Catalytic Application of Mesolite for One Pot Synthesis of 3-methyl-4-arylmethylene-isoxazol-5(4H)-ones. Bulletin of Chemical Reaction Engineering & Catalysis, 12 (1): 32-40 (doi:10.9767/bcrec.12.1.655.32-40)Permalink/DOI: http://dx.doi.org/10.9767/bcrec.12.1.655.32-40

An Efficient Synthesis of 1,8-Dioxo-Octahydroxanthenes Derivatives Using Heterogeneous Ce-ZSM-11 Zeolite Catalyst

The Ce-ZSM-11 zeolite has been used as an efficient catalyst for the one pot synthesis of 1,8-dioxo-octahydroxanthene derivatives from aromatic aldehyde and 5,5-dimethyl-cyclohexane-1,3-dione under reflux condition. The catalyst was characterized by Powder X-ray diffraction (XRD), Scanning Electron Microscopy (SEM), Energy Dispersive Spectroscopy (EDS), Fourier Transform Infrared Spectroscopy (FTIR), Brunauer-Emmer-Teller (BET) surface area analysis, and Temperature Programmed Desorption (TPD) techniques. This method provides several advantageous such as use of inexpensive catalyst, simple work-up procedure, high yield of desired product and reusability of catalyst. Copyright © 2018 BCREC Group. All rights reserved Received: 5th January 2018; Revised: 25th May 2018; Accepted: 27th May 2018 How to Cite: Magar, R.R., Pawar, G.T., Gadekar, S.P., Lande, M.K. (2018). An Efficient Synthesis of  1,8-Dioxo-Octahydroxanthenes Derivatives Using Heterogeneous Ce-ZSM-11 Zeolite Catalyst. Bulletin of Chemical Reaction Engineering & Catalysis, 13 (3): 436-446 (doi:10.9767/bcrec.13.3.2062.436-446) Permalink/DOI: https://doi.org/10.9767/bcrec.13.3.2062.436-44

Lightweight novel trust based framework for IoT enabled wireless network communications

For IoT enabled networks, the security and privacy is one of the important research challenge due to open nature of wireless communications, especially for the networks like Vehicular Ad hoc Networks (VANETs). The characteristics like heterogeneity, constrained resources, scalability requirements, uncontrolled environment etc. makes the problems of security and privacy even more challenging. Additionally, the high degree of availability needs of IoT networks may compromise the integrity and confidentially of communication data. The security threats mainly performed during the operations of data routing, hence designing the secure routing protocol main research challenge for IoT networks. In this paper, to design the lightweight security algorithm the use of Named Data Networking (NDN) which provides the benefits applicable for IoT applications like built-in data provenance assurance, stateful forwarding etc. Therefore the novel security framework NDN based Cross-layer Attack Resistant Protocol (NCARP) proposed in this paper. In NCARP, we designed the cross-layer security technique to identify the malicious attackers in network to overcome the problems like routing overhead of cryptography and trust based techniques. The parameters from the physical layer, Median Access Control (MAC) layer, and routing/network layer used to compute and averages the trust score of each highly mobility nodes while detecting the attackers and establishing the communication links. The simulation results of NCARP is measured and compared in terms of precision, recall, throughput, packets dropped, and overhead rate with state-of-art solutions

Effect of post-emergence herbicide imazethapyr on phenological and agronomic traits in chickpea breeding lines

Chickpea is sensitive to herbicides and manual weeding is currently the only option for weed control in many developing countries in arid and semi-arid regions of the world. The farmers in these countries need herbicide-tolerant varieties to use post-emergence herbicides to control weeds. In this direction, a study was conducted with 21 breeding lines at four locations in India (Patancheru, Bijapur, Nandyal and Sehore) during postrainy season of 2014-15. The trial was conducted under field conditions in RBD with four replications in both control (hand weeding) and sprayed (herbicide: Imazethapyr @ 750 ml/ha) treatments. The herbicide was sprayed 30 days after sowing. Herbicide effect was studied on phenological (days to flowering and maturity) and agronomic (number of primary and secondary branches, plant height, seed yield, 100-seed weight and harvest index) traits. The results indicated that time to flowering and maturity was delayed up to 16.5 and 18.5 days, respectively. Herbicide had no effect on primary branches, while the number of secondary branches was increased up to 12. Plant height was severely reduced by 18cm. The reduction in seed yield was observed up to 49%, whereas 100-seed weight was increased across locations. Location-specific superior lines (Nandyal: ICCIL 04016, ICCIL 04004, ICCV 10114; Patancheru: ICCIL 04007; Bijapur: ICCV 04516, ICCV 10, ICCV 97105, ICCIL 01026, ICCV 09106; Sehore: ICCV 08102) were identified. These lines can be used as potential sources for developing herbicide tolerant varieties in chickpea. Weed management through herbicides is economical and facilitates minimum tillage methods, which help preserve topsoil

Application of enoki mushroom (Flammulina velutipes) stem wastes as functional ingredients in goat meat nuggets.

Not AvailableThe impact of different amounts (2%, 4% and 6%) of enoki (Flammulina velutipes) mushroom stem waste (MSW) powder on the physicochemical quality, color and textural, oxidative stability, sensory attributes and shelf-life of goat meat nuggets was evaluated. These mushroom by-products (MSW powder) contained a good source of protein (13.5%), ash (8.2%), total phenolics content (6.3 mg GAE/g), and dietary fiber (32.3%) and also exhibited the potential to be strong antioxidants, due to their good metal chelating ability (41.3%), reducing power (60.1%), and free radical scavenging activity (84.2%). Mushroom stem waste improved (p 0.05) in expressible water and textural properties were observed among the formulations, but MSW powder improved the water holding capacity and slightly decreased the hardness. Further, the inclusion of MSW significantly (p < 0.05) improved the oxidative stability and shelf-life of treated nuggets by reducing lipid oxidation during the nine-day storage period. Again, the inclusion of MSW did not negatively affect the color and sensory attributes of treated meat nuggets. Overall, our results suggest that enoki mushroom stem waste (4%) can be used as a value-added functional ingredient to produce nutritionally improved and healthier meat products