Incorporation of heuristic knowledge in the optimal design of formulated products: Application to a cosmetic emulsion

Arrieta‐Escobar, Javier A.; Bernardo, Fernando P.; Orjuela, Álvaro; Camargo, Mauricio; Morel, Laure

doi:10.1016/j.compchemeng.2018.08.032

Cited by 38 publications

(50 citation statements)

References 37 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…The use of heuristics is often inevitable in cosmetic formulation 25,44 . The reason is that some phenomena have not been identified or are poorly understood.…”

Section: Systematic Procedures For Optimization Problem Formulationmentioning

confidence: 99%

“…Zhang et al 24 proposed an integrated framework for formulated product design considering the optimal identification of ingredients, composition, microstructure, and so forth. Arrieta‐Escobar et al 25 incorporated heuristics and mixed‐integer nonlinear programming (MINLP) to identify the optimal ingredients and composition of hair conditioner. By integrating different methods and tools, the above studies can properly select ingredients from a set of candidates with optimized composition.…”

Section: Introductionmentioning

confidence: 99%

“…By integrating different methods and tools, the above studies can properly select ingredients from a set of candidates with optimized composition. However, only certain mixture properties (e.g., color and greasiness) related to sensorial attributes have been considered 6,25 . Only recently has machine learning been used to predict sensorial perceptions 26‐28 .…”

Section: Introductionmentioning

confidence: 99%

See 2 more Smart Citations

Optimization‐based cosmetic formulation: Integration of mechanistic model, surrogate model, and heuristics

Zhang

Zhou

2020

AIChE Journal

View full text Add to dashboard Cite

Multiple functional and hard‐to‐quantify sensorial product attributes that can be satisfied by a large number of cosmetic ingredients are required in the design of cosmetics. To overcome this problem, a new optimization‐based approach for expediting cosmetic formulation is presented. It exploits the use of a hierarchy of models in an iterative manner to refine the search for creating the highest‐quality cosmetic product. First, a systematic procedure is proposed for optimization problem formulation, where the cosmetic formulation problem is defined, design variables are specified, and a set of models for sensorial perception and desired product properties are identified. Then, a solution strategy that involves iterative model adoption and two numerical techniques (i.e., generalized disjunctive programming reformulation and model substitution) is applied to improve the efficiency of solving the optimization problem and to find better solutions. The applicability of the proposed procedure and solution strategy is illustrated with a perfume formulation example.

show abstract

“…The use of heuristics is often inevitable in cosmetic formulation 25,44 . The reason is that some phenomena have not been identified or are poorly understood.…”

Section: Systematic Procedures For Optimization Problem Formulationmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

See 1 more Smart Citation

Optimization‐based cosmetic formulation: Integration of mechanistic model, surrogate model, and heuristics

Zhang

Zhou

2020

AIChE Journal

View full text Add to dashboard Cite

show abstract

“…The most popular systems employed in the manufacture of cosmetics are emulsions (Arrieta-Escobar et al, 2019). To incorporate protein (like collagen) into cosmetic products (e.g.…”

Section: Introductionmentioning

confidence: 99%

Formulation and characterization of anti‐aging cosmetic emulsions based on collagen hydrolysate and caffeine

Danilă¹,

Kaya²,

Ghica³

et al. 2020

Proceedings of the 8th International Conference on Advanced Materials and Systems

View full text Add to dashboard Cite

The goal of this work was to formulate and characterize some O/W emulsions, designed as skin anti-aging creams. The cosmetic formulations based on collagen hydrolysate, caffeine and natural ingredients (essential and vegetable oils) were evaluated organoleptically, in terms of pH, morphological, superficial and rheological properties. The rheological measurements were carried out at 23 and 32°C, and the shear stress versus shear rate ascending and descending rheograms were built, as well as the flow patterns viscosity versus shear rate. All emulsions obtained are stable at different temperatures and the pH values correspond to the skin physiological one, indicating that cosmeceuticals can be safely applied to the skin. Results from the optical microscopy analysis show that all emulsions presented a creamy and foamy appearance. The superficial profiles, quantified through contact angle at solid/liquid interface, indicated a high emulsions hydrophilicity degree. The emulsions showed a pseudoplastic and thixotropic behaviour, facilitating the flow formulations and the topical application. The flow properties were quantified according to the Power law model, and the thixotropic analysis was performed using specific descriptors as thixotropic area and thixotropic index. The designed emulsions presented physico-chemical properties adequate for cosmetic skin care product formulations.

show abstract

“…In the area of chemical products (i.e., product-centered formulations), several studies reported in the literature have focused on the design of health-care and personal-care products (such as cosmetic creams and gels, detergent powders and liquids, etc.) (Arrieta-Escobar et al, 2018;Conte et al, 2012;Fung et al 2016;Kontogeorgis et al, 2018;Mattei et al, 2012Mattei et al, , 2014, tailor-made fuel blends and lubricants (Kalakul et al, 2018;Liu et al, 2019;Yunus et al, 2013Yunus et al, , 2014Zhang et al, 2018) and bio-based blends derived from biomass (Dahmen & Marquardt, 2017;Hernández et al, 2017;Mah et al, 2019;Ng et al, 2015). Several interesting reviews on computer-aided methodologies for chemical product design and their applications have been published in the last few years.…”

Section: Introductionmentioning

confidence: 99%

Computer-aided design of optimal environmentally benign solvent-based adhesive products

Jonuzaj

Cui

Adjiman

2019

Computers & Chemical Engineering

View full text Add to dashboard Cite

The manufacture of improved adhesive products that meet specified target properties has attracted increasing interest over the last decades. In this work, a general systematic methodology for the design of optimal adhesive products with low environmental impact is presented. The proposed approach integrates computer aided design tools and Generalised Disjunctive Programming (GDP), a logic-based framework, to formulate and solve the product design problem. Key design decisions in product design (i.e., how many components should be included in the final product, which active ingredients and solvents compounds should be used and in what proportions) are optimised simultaneously. This methodology is applied to the design of solvent-based acrylic adhesives, which are commonly used in construction. First, optimal product formulations are determined with the aim to minimize toxicity. This reveals that number of components in the product formulation does not correlate with performance and that high performance can be achieved by investigating different number of components as well as by optimising all ingredients simultaneously rather than sequentially. The relation between two competing objectives (product toxicity and concentration of the active ingredient) is then explored by obtaining a set of Pareto optimal solutions. This leads to significant trade-offs and large areas of discontinuity driven by discrete changes in the list of optimal ingredients in the product.

show abstract

Incorporation of heuristic knowledge in the optimal design of formulated products: Application to a cosmetic emulsion

Cited by 38 publications

References 37 publications

Optimization‐based cosmetic formulation: Integration of mechanistic model, surrogate model, and heuristics

Optimization‐based cosmetic formulation: Integration of mechanistic model, surrogate model, and heuristics

Formulation and characterization of anti‐aging cosmetic emulsions based on collagen hydrolysate and caffeine

Computer-aided design of optimal environmentally benign solvent-based adhesive products

Contact Info

Product

Resources

About