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Combining Design of Experiments Techniques, Connectionist Models, and Optimization for the Efficient Design of New Product Formulations
-
Navid Omidbakhsh
Veröffentlicht/Copyright:
2. März 2010
Product formulation design has seen an increasing attention because of the rising demand for application-specific products such as paints, adhesives, coating chemicals, detergents, disinfectants, pharmaceuticals, etc. However, new product formulation design is becoming increasingly difficult in today's markets due to tough competition. To survive and succeed, companies should be able to design new products in a short pace. Failure to do so can be very costly, not only in terms of market share lost, but also in the investment made to develop a product. Given that traditional product development methods are very slow, and cannot fulfill today's needs, a methodology is presented here to efficiently design new product formulations based on a combination of experimental designs, neural networks and optimization techniques. The methodology is applied on a case study that involves disinfectants' formulations. The framework takes advantage of all previous experiments for the next product formulation design, and archives experimental results of the existing project and uses them to retrain a model for future projects. The results show that the use of the proposed methodology significantly reduces the time and cost of product formulation. Although the methodology is applied to the case study of disinfectant formulation, it can be easily adopted to the design of other products.
Published Online: 2010-3-2
©2011 Walter de Gruyter GmbH & Co. KG, Berlin/Boston
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- Empty Spray Sections of Vacuum Towers: Heat and Mass Transfer with a CFD approach
- Influence of Phase Compositions, pH and Temperature on Bovine Serum Albumin Partitioning in Aqueous Biphasic System
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- Axial Variation of Mass Transfer Volumetric Coefficients in Bubble Column Bioreactors
- Thermodynamics of Supercritical Fluid Extraction of Some Dyes and Pharmaceutical Compounds Using the Weighting Matrix Approach
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Schlagwörter für diesen Artikel
product formulation;
design of experiments;
neural networks;
disinfectants;
optimization
Artikel in diesem Heft
- Article
- Influence of Temperature and Pressure on the Non-Catalytic Partial Oxidation of Natural Gas
- CFD Simulation of Hydraulics of Sieve Trays with Gas Mal-Distribution
- Experimental Measurement and Modeling of Diffusion Anomalies in a CMS Membrane
- Moisture Diffusivity and Energy Consumption during Microwave Drying of Plaster of Paris
- Optimization studies on Biosorption of Copper (II) by Crab Shell Using Response Surface Methodology(RSM)
- Simulation and Control of a Commercial Double Effect Evaporator: Tomato Juice
- Novel PCA-Based Technique for Identification of Dominant Variables for Partial Control
- Search for Optimal Design of Multiproduct Batch Plants under Uncertain Demand using Gaussian Process Modeling Solved by Heuristics Methods
- Adsorption of Crude Oil Using Meshed Groundnut Husk
- Revisiting Reaction-Diffusion Process in a Porous Catalyst: Improving the Adomian Solution
- Combining Design of Experiments Techniques, Connectionist Models, and Optimization for the Efficient Design of New Product Formulations
- Simulation and Analysis of Multi-scale Transport Phenomena and Catalytic Reactions in SOFC Anodes
- Utilization of MATLAB to Simulate Kinetics of Transesterification of Palm Oil-Based Methyl Esters with Trimethylolpropane for Biodegradable Synthetic Lubricant Synthesis
- A Fault Detection and Diagnosis Strategy for Batch/Semi-Batch Processes
- Kinetic Study and Modeling of Aerobic Biological Oxidation of Organic Wastewater
- Conceptual Screening of Reactive Extraction Processing Options
- Production of p-Anisic Acid by Modified Williamson Etherification Reaction Using Design of Experiments
- Empty Spray Sections of Vacuum Towers: Heat and Mass Transfer with a CFD approach
- Influence of Phase Compositions, pH and Temperature on Bovine Serum Albumin Partitioning in Aqueous Biphasic System
- Separation of Organic Chlorine Compounds through Batch Distillation Process
- Modeling of Infrared Drying of Polymer Solutions
- An Object-Oriented Graphics Interface Simulator for Analysis of Fischer-Tropsch Synthesis
- CFD Simulation of Wall Effects in Flow Past a Square Cylinder in a Stationary and Moving Plane Channel
- Axial Variation of Mass Transfer Volumetric Coefficients in Bubble Column Bioreactors
- Thermodynamics of Supercritical Fluid Extraction of Some Dyes and Pharmaceutical Compounds Using the Weighting Matrix Approach
- Study of Numerous Injections into Horizontal Flow Stream at Low Temperature
- Bayesian Network Method for Fault Diagnosis in a Continuous Tubular Reactor
- Isotherm and Kinetics Modeling of Fluoride Removal from Industrial Effluent by Alumina
- Effect of Temperature and Catalyst Concentrations on the Thermal Properties of Polyamide Adhesives at Low Operating Pressure
- Microfluidics of Nanodrug Delivery at Different Angles of Drug Injection
- Optimization of Process Variables for Amylase Production Using Agro Residual Wastes by Taguchi Methodology
- Sorption of Acid Blue 9 on to Wheat Bran: Optimization, Equilibrium and Kinetic Studies
- Review
- Safety Improvement and Operational Enhancement via Dynamic Process Simulator: A Review
- Review of Life Cycle Assessment in Agro-Chemical Processes
