The search found 292,335 documents from 1950 to 2018.
Figure 2 presents these results as a percentage. It is observed that 10 categories are the most representative, these are: Engineering, Materials Science, Computer Science, Physics and Astronomy, Chemistry, Medicine, Chemical Engineering, Energy, Environmental Science, and Mathematics. It should be noted that in total there are 27 subject categories involved in these publications. As expected, the publications are led by Engineering, followed by Material Science. However, among this top 10, the categories of Medicine and Mathematics stand out, since they do not seem to be cost-related fields.
3.1. Types of Publications
Analyzing the type of publication according to the indexation category, the following can be found: Abstract Report, Article, Book, Book Chapter, Business Article, Conference Paper, Conference Review, Editorial, Erratum, Letter, Note, Report, Retracted, Review, and Short Survey.
Figure 4 shows the distribution of the type of publication for the top 10 scientific categories.
The chemical category has the highest percentage of articles with 88.4%, followed by chemical engineering with 79.5%. Regarding conference papers, they lead the Computer Science categories with 69.6% followed by Mathematics with 68.6%. Regarding the book chapters, the representation is very low, only 2% notable in the category of Medicine. In this same category the high percentage of report stands out with 10.4%. In broad terms, science is more established in a particular field [
26], if the percentage of books is significant, which is not the case in this field. For example, the most cited article in the low cost subject, “A low-cost, high-efficiency solar cell based on dye-sensitized colloidal TiO2 films” [
27] with 22,465 cites, was compared with the most cited conference paper, “Cricket location-support system” [
28] cited 2703 times; it was observed that the articles were cited approximately 10 times more than conference papers.
3.2. Distribution of Publications by Countries
Figure 5 shows a world map with the scientific production of countries on the topic of low cost. It is observed that the great development of this field is in industrialized countries and that they are technological strengths, such is the case of USA (20%), China (16%), India (5%), and European countries.
Table 1 shows the publications in the 30 main countries and the percentage of the total that they represent. It should be clarified that the Scopus database, when counting the documents by country, indexes a document as many times as there are different affiliations, then the sum of publications by country could be greater than the total sum of works; generally this does not happen as there are many publications with undefined country.
Table 2 and
Table 3 show the top 20 countries in scientific production with respect to the low-cost topic. United States leads the categories of: Engineering, Computer Science, Physics and Astronomy, Medicine, Environmental Science, and Mathematics. China leads the categories of: Materials Science, Chemistry, Chemical Engineering, and Energy.
India has a very prominent role occupying relevant positions in these categories: Engineering (4), Materials Science (3), Computer Science (3), Physics and Astronomy (6), Chemistry (3), Medicine (5), Chemical Engineering (3), Energy (3), Environmental Science (3), and Mathematics (5).
United Kingdom also stands out by occupying relevant positions in these categories: Engineering (3), Materials Science (6), Computer Science (3), Physics and Astronomy (3), Chemistry (4), Medicine (2), Chemical Engineering (5), Energy (4), Environmental Science (4), and Mathematics (4).
Broadly speaking, these are the same countries that make the effort to research low-cost technologies independently of the scientific area. Perhaps the scientific category less like the others is Medicine, where countries such as Belgium or Mexico appear in this top 20.
Therefore, it can be concluded that the distribution with scientific areas shows that in general the countries have a similar percentage distribution in all areas, see
Figure 6. The efforts are not polarized in function of the scientific field, but it is a constant and transversal bet in all the areas of knowledge affected.
3.3. Distribution of Publications by Affiliation
The distribution of the scientific effort by affiliations shows those institutions that are more specialized in each scientific field in the subject of low cost. In the case of the Engineering category,
Table 4, it is observed the large number of institutions in China, because about half of the top 20 institutions are from this country, and leading the category with two of these affiliations: Chinese Academy of Sciences, and Ministry of Education China.
For the categories of Materials Science and Computer Science, it is the same as for Engineering, which are categories dominated by Chinese institutions. The first institution from another country is the Georgia Institute of Technology in Atlanta, USA, which is in third or fourth place for the three categories cited. This institution has an endowment of $2.091 billion (2018) for 32,718 students.
In the third and fourth categories,
Table 5, Physics and Astronomy, and Chemistry, it happens as in the previous categories that are led in the first two places by Chinese institutions: Chinese Academy of Sciences, and Ministry of Education China. It is striking that the third place is for the Centre National de la Recherche Scientifique (CNRS) in the category of Physics and Astronomy. The CNRS is the most important research institution in France and has a multidisciplinary character. This institution also ranks sixth in the Chemistry category.
In the Medicine category,
Table 6, a different dynamic is observed from the rest of the categories, clearly dominated by USA institutions, since of the first 20 institutions, 14 are from the USA, including the first one, Harvard Medical School. It is noteworthy that the second institution is from Brazil, the Universidade de Sao Paulo (USP), the sixth from the UK (London School of Hygiene & Tropical Medicine), the seventh from Canada (University of Toronto), and the eighth from France (Inserm).
In the Chemical Engineering and Energy categories, the general dynamic is dominated by Chinese institutions, but even more accentuated, where the first five institutions are from this country, see
Table 6. In the Energy category, the first two US institutions occupy the 7th and 9th places, Georgia Institute of Technology National and Renewable Energy Laboratory (NREL).
The last two categories studied are those of Environmental Science and Mathematics, see
Table 7, which follow the general dynamic of being led by Chinese institutions in at least the first three places. From the fifth place in the category of Environmental Science appears a Brazilian institution, Universidade de Sao Paulo (USP). Moreover, in the Mathematics category in fourth place is an institution from France, Centre National de la Recherche Scientifique (CNRS).
3.4. Analisys of Keywords by Categories
Keyword analysis shows the major lines of research in a field.
Table 8 shows the top 20 keywords for the first three categories analyzed. Thus, for the category of Engineering it is observed that it is dominated by two great subfields of engineering as they are the electronics and the computer science, and at the same time supported by the mathematics. Since in the first place of the keywords of this category appears Sensors, and Computer Simulation in fourth place. On the other hand, Algorithms and Optimization, are mathematical tools widely used in engineering, through computer science. The most cited work in this category is “A survey on sensor networks” [
29]. Other examples are those related to relatively recent technologies such as GPS, “GPS-less low-cost outdoor localization for very small devices” [
30], or the synthesis of biodiesel, “Synthesis of biodiesel via acid catalysis” [
31]
In the Materials Science category, research is led by Solar Cells, followed by Electrodes and Substrates. It is striking that the fourth place is for an analysis technique such as Scanning Electron Microscopy, as it has proven to be an indispensable technique for the analysis of materials. The most cited work in Materials Science category is “Processable aqueous dispersions of graphene nanosheets” [
32]. Other examples are related to batteries, “Challenges for rechargeable Li batteries” [
33], “Sodium-ion batteries” [
34].
In the Computer Science category, the situation is very similar in the first keywords to the Engineering category, dominated by Algorithms and Sensors. In third position appears Wireless Telecommunication Systems; without a doubt it is in this field where a great research effort is being made in the topic of the low cost. The most cited work in Computer Science [
29] category is the same as for Engineering category, this is possible because some works can be indexed in several categories. Concerning the algorithms, works such as the following stand out, “Optimizing search engines using clickthrough data” [
35].
Table 9 shows the main keywords in categories 4 to 6, Physics and Astronomy, Chemistry, and Medicine. Then, for the Physics and Astronomy category, it was found again that the subject of sensors is the main keyword. Followed in second and third place by Substrates, and Thin Films. In fourth place appears the Scanning Electron Microscopy. One could say that it is very similar to the category of materials, changing very little the order of the main keywords. Then, it can be concluded that there is a high degree of research in the field of physics oriented to the science of materials. The most cited work in the category of Physics and Astronomy is “A consistent and accurate ab initio parametrization of density functional dispersion correction (DFT-D) for the 94 elements H-Pu” [
36]. Related to cost effectiveness, following manuscript is worth highlighting “TiO 2 photocatalysis: A historical overview and future prospects” [
37].
In the category of Chemistry, Electrodes is found as the main keyword, which was also the first in the category of materials. The second keyword is Adsorption, followed by the aforementioned Scanning Electron Microscopy technique. As main materials studied in chemistry related to low cost, there are carbon, nanoparticles, and Graphene. The most cited work in the category of Chemistry is the same as for the category of Physics and Astronomy [
36]; some journals are indexed in several categories as is the case of Journal of Chemical Physics. The works related to the batteries are very outstanding in this category, they are the ones related to the keyword electrodes, as “Challenges for rechargeable Li batteries” [
38], or “Lithium batteries and cathode materials” [
39].
In the category of medicine, it is focused on studies by gender or by age, as they are led by: Female, Male, and Adult. In general, medical research on low cost is focused on the cost of trials: Major Clinical Study, Procedures, Methodology, Clinical Article, or Clinical Trial. It is noteworthy that Treatment Outcome is only ranked 16th on the list. The most cited manuscript in this category is “Brain-computer interfaces for communication and control” [
40], with 4593 cites. Much of this highly cited work is also related to genetics, as “Single cell gel/comet assay: Guidelines for in vitro and in vivo genetic toxicology testing” [
41], or “MEGAN analysis of metagenomic data” [
42].
Table 10 shows the top 20 keywords in the categories Chemical Engineering, and Energy. In the Chemical Engineering category, one finds the same as in the Chemistry category, which does not attract attention as in essence the research results are published in the same journals. The most cited work in Chemical Engineering category is the same as for Material Science [
32]. Related to the most cited keyword in this category, adsorption, highlight in the work “Biosorbents for heavy metals removal and their future” [
43].
The energy category has its first two keywords just like the materials category with Solar Cells and Electrodes. It is observed that this category is dominated by solar energy, energy conservation especially in the subject of batteries: Secondary Batteries, Electric Batteries, or Fuel Cells. As a remarkable result there is the issue of biomass, which is undoubtedly an alternative to generating energy cheaply especially if it is agricultural waste or industry. The most cited work in this category is “Non-conventional low-cost adsorbents for dye removal: A review” [
44]. Additionally, related to energy storage, the following paper stands out: “Room-temperature stationary sodium-ion batteries for large-scale electric energy storage” [
45].
In
Table 11, the main keywords of the Environmental Science and Mathematics categories are shown. The Environmental Science category is dominated by: Adsorption and PH. The most cited work is “Single cell gel/comet assay: Guidelines for in vitro and in vivo genetic toxicology testing” [
41]. It is striking that in this category focused on low cost is the recovery and treatment of water: Wastewater Treatment, Water Treatment, Aqueous Solution, Wastewater, Water Pollutants (Chemical), and Waste Water Management. One of the most innovative research topics in water treatment is advanced oxidation [
46]. The treatment of water and its pollutants does not need any further explanation as it is a major problem worldwide [
47], and for all types of industries and even agriculture, for example, nitrate pollution of aquifers [
48].
The low-cost mathematics category is quite similar to Engineering, which is natural because engineering problems are solved with advanced mathematical tools. What is striking is that there are many terms for robotics and artificial vision, given that image processing has a high computational cost and making it more efficient saves time and really reach the concept of real time decision making. In this sense the key words related to this subject are: Cameras, Robotics, Image Processing, Signal Processing, Computer Vision, or Artificial Intelligence. The most cited manuscript is this category is “Scalable molecular dynamics with NAMD” [
49], which as observed is a work of Computational Chemistry. This field of research has a strong link to bioinformatics, e.g., “The metagenomics RAST server—A public resource for the automatic phylogenetic and functional analysis of metagenomes” [
50]. Note that metagenomics is the technique, that uses the techniques of massive sequencing of DNA to transfer all the microorganisms present in a given environment to the laboratory [
51]; this is largely possible due to the evolution of lower cost DNA sequencing techniques [
52].