@article { ISI:000231744300010, title = {Regression models using pattern search assisted least square support vector machines}, journal = {Chemical Engineering Research and Design}, volume = {83}, number = {A8}, year = {2005}, month = {AUG}, pages = {1030-1037}, publisher = {INST CHEMICAL ENGINEERS}, type = {Article}, address = {165-189 RAILWAY TERRACE, DAVIS BLDG, RUGBY CV21 3HQ, ENGLAND}, abstract = {

Least Square Support Vector Machines (LS-SVM), a new machine-learning tool has been employed for developing data driven models of non-linear processes. The method is firmly rooted in the statistical learning theory and transforms the input data to a higher dimensional feature space where the use of appropriate kernel functions avoid computational difficulty. Further, a pattern search algorithm, which explores multiple directions and utilizes coordinate search with fixed step size, is employed for selecting optimal LS-SVM model that produces a minimum possible prediction error. To show the efficacy and efficiency of the fully automated pattern search assisted LS-SVM methodology, we have tested it on several benchmark examples. The study suggests that proposed paradigm can be a useful and viable tool in building data driven models of non-linear processes.

}, keywords = {equality constraints, LS-SVM, model selection, Optimization, pattern search}, issn = {0263-8762}, doi = {10.1205/cherd.03144}, author = {Patil, N. S. and Shelokar, P. S. and Jayaraman, Valadi K. and Kulkarni, B. D.} } @article { ISI:000236691000034, title = {Reverse microemulsion mediated sol-gel synthesis of lithium silicate nanoparticles under ambient conditions: Scope for CO2 sequestration}, journal = {Chemical Engineering Science}, volume = {61}, number = {10}, year = {2006}, month = {MAY}, pages = {3415-3418}, publisher = {PERGAMON-ELSEVIER SCIENCE LTD}, type = {Article}, address = {THE BOULEVARD, LANGFORD LANE, KIDLINGTON, OXFORD OX5 1GB, ENGLAND}, abstract = {

We report on the synthesis of nanocrystalline lithium silicate by coupling of sol-gel method in reverse microemulsion. The sample calcined at 800 degrees C gives pure phase lithium metasilicate nanocrystallites. X-ray diffraction and transmission electron microscopy confirmed the formation of nanocrystalline lithium silicate particles with a narrow size distribution. The nanoparticle prepared in the microemulsion shows enhanced CO2 sorption capacity and shorter retention times at higher temperature (similar to 131 ml/g at STP at 610 degrees C which are better than the best known results. (c) 2005 Elsevier Ltd. All rights reserved.

}, keywords = {Adsorption, Carbon dioxide, Microemulsion, particle, separations, sol-gel, surfactant}, issn = {0009-2509}, doi = {10.1016/j.ces.2005.11.065}, author = {Khomane, Ramdas B. and Sharma, B. K. and Saha, S. and Kulkarni, B. D.} } @article { ISI:000250278300038, title = {Role of ionic diffusion in polymer gel mediated growth (PMG) technique for the synthesis of nanoparticulate fillers}, journal = {Materials Chemistry and Physics}, volume = {105}, number = {2-3}, year = {2007}, month = {OCT}, pages = {348-353}, publisher = {ELSEVIER SCIENCE SA}, type = {Article}, address = {PO BOX 564, 1001 LAUSANNE, SWITZERLAND}, abstract = {

Polymer mediated growth (PMG), which forms an important method for synthesis of nanoparticles, has one of the ions bound by polymer matrix while the other is allowed to diffuse and react to form desired compound. The exact role of ionic diffusion in the formation of nanoparticles has been investigated by taking specific case studies. Typically calcium carbonate, calcium phosphate and calcium sulfate have been formed in nano-size by PMG route using polyacrylamide gel. The extent of cross-linking of the polymer matrix in the formation of gel, affects the diffusivity of ions into polymer matrix and the size of particles formed. The rates of diffusion for different extents of cross-linking of polymer are estimated during the synthesis of nanoparticles using Fick{\textquoteright}s law. The inter-correlation between the particle size formation and the diffusion length has been clearly brought out in these studies. (c) 2007 Elsevier B.V. All rights reserved.

}, keywords = {ionic diffusion, nanoparticulate fillers, polymeric gels}, issn = {0254-0584}, doi = {10.1016/j.matchemphys.2007.04.071}, author = {Sonawane, Pradip S. and Biradar, Santoshkumar S. and Radhakrishnan, S. and Kulkarni, B. D.} } @article { ISI:000366878100001, title = {Role of surfactants in promoting gas hydrate formation}, journal = {Industrial \& Engineering Chemistry Research}, volume = {54}, number = {49}, year = {2015}, month = {DEC}, pages = {12217-12232}, publisher = {AMER CHEMICAL SOC}, address = {1155 16TH ST, NW, WASHINGTON, DC 20036 USA}, abstract = {

Gas hydrates have been proposed as a potential technology for a number of applications, such as separation of gas mixtures, CO2 capture, transportation, and sequestration, methane storage and transport, and seawater desalination. Most of these applications will benefit from reduced induction time of hydrate nucleation, enhanced hydrate growth rate, and maximum water-to-hydrate conversion. The addition of surfactants to the gas-water system serves this purpose in a very effective manner. This review focuses on different surfactants that were utilized for gas hydrate formation studies; insights have been provided on the possible mechanisms of action through which these surfactants affect hydrate formation kinetics. A thorough analysis of the existing literature on surfactants suggests that enhanced rate of hydrate nucleation and growth kinetics may not be directly linked to micelle formation. Conversely, reduced surface tension in the presence of surfactants not only enhances the mass transfer but also changes the morphology of hydrate formation, which in turn enhances gas-water interactions for faster hydrate growth rate.

}, issn = {0888-5885}, doi = {10.1021/acs.iecr.5b03476}, author = {Kumar, Asheesh and Bhattacharjee, Gaurav and Kulkarni, B. D. and Kumar, Rajnish} }