Showing 1594 results for Do
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
This paper presents a detailed phonological analysis of the sound differences between the Abdolmaleki and Hawrami dialects through the lens of Optimality Theory. The research primarily focuses on exploring the variations in vowel length, vowel quality, and consonant structure across these two dialects. The goal is to investigate how these differences manifest in the phonological systems of the dialects and to analyze them within the constraints of Optimality Theory. Several key constraints, including MAX-C, DEP-C, IDENT-[vowel height], IDENT-[vowel backness], ONSET, ALIGN-Morpheme, and CODA-COND, are applied to a comprehensive set of linguistic data collected from both dialects. The findings demonstrate that the Abdolmaleki and Hawrami dialects follow distinct patterns of phonological optimization, which lead to notable differences in their overall phonological structure. The analysis highlights how variations in vowel length, the quality of vowels, and the structure of consonants contribute to these dialectal distinctions. Moreover, the study provides a theoretical framework that not only deepens our understanding of the phonological processes at work in these dialects but also offers a new perspective for analyzing other Iranian dialects. In addition to shedding light on these phonetic differences, this article suggests avenues for further research on phonological variations and underscores the broader applicability of Optimality Theory in linguistic studies.
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
The present article aims to analyze six contemporary short stories based on Halliday and Matthiesen's systemic functional grammar framework (2014). In functional grammar, the message and textual meaning of clauses will not be revealed to the reader without identifying the topical themes and the discourse factors influencing to highlight them. Thus a perfect interpretation of the message will not be obtained. The study answers the question how the thematic structure in clauses helps highlight and convey the author's messages. The study hypothesis is: the thematic structure conveys the author's message by highlighting the topical themes by means of syntactic tools. the study corpus contains six contemporary short stories, comprising 3736 clauses. The descriptive- analytic method were used to analyze all the 3736 clauses based on thematic structure in textual metafunction. The data analysis showed that in unmarked clauses the topical themes were used in their natural place as subjects, mostly being participants to preserve and maintain the topic. However, when there were good discourse reasons such as new events, topic change and certain meaning, mostly preposed adjuncts were used as topical themes in marked declarative clauses. while the process was used as topical theme in imperatives to show the participants social status. Therefore, the readers by using the thematic structure and identifying the topical themes can understand the author's intended textual meaning and his message in unmarked and marked clauses.
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
Every country has different languages. Some are standard, while others are non-standard. This research looks at how often people in Iran use standard and non-standard language. It also looks at other factors like age, gender, education, occupation, and income. It also looks at how people feel about different language groups. The data were collected from 314 people in 10 Iranian ethnic groups living in Tehran. They were analyzed using SPSS software and Foucault's theories of power and discourse silence. The results show that people over 50 use their native language or dialect more because they have more social power. Men have replaced non-standard language with standard language. As education level rises, people use less non-standard language. Non-criteria type is more common among retirees than other occupations. Those with a strong financial status have replaced non-criteria type with the criterion type. Those with a weak financial status have the most non-criteria type speech silence. Speakers of languages with strong attitudes toward language use are less likely to speak up in many social situations. They often use non-standard language instead of standard language.
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
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Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
Although faculty members’ job satisfaction has received remarkable attention over the last two decades, there has been a long-lasting lack of a questionnaire to measure it in the Iranian context. Thus, the present study purported to develop and validate a questionnaire with adequate psychometric properties to measure Iranian English faculty members’ job satisfaction. To this aim, two samples of faculty members for the first pilot study (n = 62) and the second pilot study (n = 254) were selected from Ayatollah Borujerdi University and Lorestan University through a random sampling method. Based on the past literature, a pool of items (n = 74) was extracted and subjected to an eleven-step systematic procedure: content analysis and sampling; creating an item bank; running the first pilot; creating item pool one; expert judgment to evaluate the sub-scales; running an interview and think-aloud protocol; running Cronbach’s alpha; running the second pilot; running exploratory factor analysis, confirmatory factor analysis, and Cronbach’s alpha; creating item pool two; and expert review. Results yielded a 60-item questionnaire with 6 sub-scales: 1. payment and rewards (10 items); promotion (7 items); supervision and interaction (17 items); job security (7 items); facilities of universities (7 items); and work nature (10 items). The hope is that the present questionnaire can be used for research and educational purposes in the future.
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
Although critical pedagogy (CP) is a worthwhile approach to education, not much attention has been paid to its application in online courses. Acknowledging its pivotal role, this study intended to investigate Iranian EFL teachers’ awareness of CP and explore the possible effects of teaching experience on their awareness of CP via a CP questionnaire and a semi-structured interview. Furthermore, to evaluate teachers’ actual classroom application of CP, online EFL classes were observed. The results indicated that teachers’ awareness of the significance of CP principles did not help them fully implement the principles in their online teaching practices. A significant relationship between teaching experience and some subscales of CP principles was also found. The findings of this study can offer some implications for English teachers in the post-method era to rethink their previous critical views towards English language teaching and their roles as facilitators.
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
Being a promising component of educational and occupational success, the inclusion of critical thinking in various aspects of schooling has gained momentum in recent years. Therefore, the present study investigated the Iranian 12th grade English language final examinations based on Bloom’s revised taxonomy in terms of “knowledge dimension” and “cognitive process dimension” over the last five years of exam administration. Using a quantitative content analysis design, the items of the aforementioned examinations administered from 2019 to 2023 were analyzed. The findings of the study showed that the frequency of “conceptual knowledge” items in the “knowledge dimension” and “understand” items in the “cognitive process dimension” were significantly higher based on the results of Chi-square test. Moreover, the frequency of items relevant to lower-order thinking skills was found to be considerably higher than that of the items related to higher-order thinking skills, although instances of top cognitive level items could be traced in these examinations. It was also revealed that there was no considerable change with regard to the inclusion of the two dimensions of Bloom’s revised taxonomy over the five years of administration under study. The results of this study can be a fillip for policy makers, textbook developers, and teachers to accelerate the required changes regarding the consideration of inclusion of critical thinking-based tasks in textbooks, lesson plans and examinations.
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
Language learners find it hard to change a text’s wording and present it differently while maintaining the original meaning in the text. This research therefore examined the effect of concept mapping instruction on summarizing short stories for EFL learners. Two intact grade-eight classes were assigned to experimental (n = 20) and control (n = 18) groups randomly. They summarized a starter-level short story, Drive into danger, using a maximum of 450 words as pretest. Next, the experimental group experienced concept-mapping instruction whereas the latter group received the traditional way of teaching summarization, for six consecutive weeks. Both groups summarized the same story again, based on their instruction, into a 450-word text at a maximum as posttest. Pretest and posttest summaries were assessed in terms of content, organization, vocabulary, and language use. The experimental group positively improved on overall performance, content, and organization, marginally improved on vocabulary, but did not improve on language use. Furthermore, the participants’ feedback on the instructional treatment support the statistical results. The findings offer several instructional implications.
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
Although, many studies have been conducted on time in the verses of revelation, the nature and functions of the category of time in the Qur’an, as a sacred text, has not received much attention. The present study aims to investigate the tenses used in the text of Surah Ghafir, in the light of concepts proposed by Reichenbach i.e. speech time, event time and reference time, both at sentence and text levels. The results of present research indicate that along with a great number of nominal sentences as well as past and present tenses in the mentioned surah, a wide range of tenses including past, present and future have been used, so that the past tenses are mainly used in a sense other than the past, and their point of reference is located in the present or future; they may also refer to a general truth not exclusively to a particular tense. Thus, throughout the surah Ghafir, just the present and future tenses, the past tenses function in line with the general tendency of the whole Surah to realize an extended concept of the present time.
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
The efficient and systematic design of language education programs through deploying instructional strategies and techniques and with the knowledge of learners’ cognitive make-up and their environment helps develop increasingly effective and capable language learners. Effective instruction begins with effective educational design which involves a wide range of practices, the most important of which is informed and structured material development. In line with these, the present study was carried out to analyze exercises in Arabic textbooks for public junior high schools in Iran based on Nation and McAllister’s (2010) principles of format and presentation of learning materials and activities. The research employed a descriptive design using qualitative content analysis and to achieve more valid and reliable results, Shannon’s entropy for weighting codes and statistical tests of homogeneity of variance, univariate analysis, and Kruskal-Wallis were used. The population and the statistical sample of activities considered in the study were the same and included all the exercises in the selected Arabic textbooks for the 1401-1402 AH / 2022-2023 academic year. Content analysis was done following a researcher-made scheme based on the layers proposed in Nation and McAllister’s (2010) principles, i.e., meaning-oriented input, form-oriented input, meaning-oriented output, and form-oriented output. The validity of the scheme was verified through expert opinion and its reliability was calculated using Pearson correlation. The results of the research showed that in these textbooks, there is no four-way balance in the activities and no harmony between the expected four types of activities on form, meaning, input, and output.
Volume 0, Issue 0 (Articles accepted at the time of publication 2024)
Abstract
Abstract
This study aimed to examine the frequency of reading strategy use among EFL high school students and the relationship between their strategy use and reading comprehension achievement. The research sample consisted of 328 EFL students from four high schools in Central Vietnam. Data collection was carried out using three primary instruments: a questionnaire, follow-up interviews, and two reading comprehension tests. The findings revealed that most participants expressed a generally positive attitude toward the use of reading strategies. However, their actual use of these strategies was found to be limited during the reading process. Moreover, the study identified a significant correlation between the frequency of reading strategy use and students’ reading performance: students who employed reading strategies more frequently achieved higher reading scores. Based on these findings, several pedagogical implications were proposed for both EFL students and teachers, aimed at enhancing the teaching and learning of reading skills in EFL contexts.
Volume 0, Issue 0 (ARTICLES IN PRESS 2024)
Abstract
Excessive consumption of fuel in greenhouse crops has caused irreparable damage to the environment and ultimately human health. Therefore, the present study highlights the need to change mental patterns regarding the type and method of optimal fuel consumption. The present study aimed to psychologically analyze greenhouse keepers' environmental behavior using the Theory of Planned Behavior (TPB). This study is descriptive-correlational. The statistical population of the research consisted of greenhouse cucumber growers in Kerman province, Iran (4946 people), of whom 356 were selected as a sample using the cluster sampling method. The sample size was estimated using the Karjesi and Morgan table. Data were collected using a structured and researcher-made questionnaire, and its validity and reliability (α= 0.91-0.94) were confirmed using various indices. Smart-PLS3 software was utilized to test the research hypotheses. The research findings indicated that the effects of three variables attitude, subjective norm, and perceived behavioral control on intention were statistically significant. Additionally, based on the results of structural equation modeling, intention significantly mediated the relationship between dependent and independent variables. Furthermore, the independent variables were able to account for 32% and 51% of the variance in behavioral intention and environmental behavior of greenhouse keepers in optimal fuel consumption, respectively. Given that sustained intrinsic motivation or strong intentions are necessary for maintaining long-term behavior, it is recommended that policies and programs focusing on the development and evaluation of behavioral interventions to promote fuel consumption behaviors be broadly centered on strengthening the intentions of greenhouse keepers. Under favorable conditions and with incentives, individuals are more likely to engage in optimal fuel consumption. The findings of this study provide valuable insights for government agencies, policymakers, agricultural extension and education agents, and researchers interested in devising strategies to reduce fossil fuel consumption.
Volume 0, Issue 0 (ARTICLES IN PRESS 2024)
Abstract
Effects of part replacement (20, 40, 60, 80 and 100%) of whole wheat flour by composite flour (based on foxtail millet, proso millet and buckwheat flours in equal proportions) on physical, nutritional, sensory and antioxidant properties of multi-millet cookies were investigated. Increase in the ratio of composite flour in the blend and formulated cookies resulted in increase in ash, fiber, fat and protein and decrease in moisture and carbohydrate contents. Increase in supplementation levels of composite flour added to the TPC, DPPH, reducing power and FRAP and decrease in metal chelating activity of cookies. Maximum gain in thickness and weight as well as loss in diameter, spread ratio and bake loss were observed with the highest composite flour substitution. Color values such as a* was found to be enhanced whereas L* and b* were found to be weakened, simultaneously NEB values got increased upon substitution. A 60% blend of composite flour with whole wheat flour was selected best used in the cookie’s formulation on the basis of sensory evaluation. Overall, this study demonstrates that millet based composite flour can effectively improve the functional values of formulated cookies, in addition to an option for the development of gluten free products for celiac patients.
Volume 0, Issue 0 (ARTICLES IN PRESS 2024)
Abstract
This study investigates the factors affecting coffee exports in Cameroon. For this purpose, we employed the gravity model. Considering the sample characteristics, the model is estimated with the Poisson pseudo-maximum likelihood (PPML) method. The main material of the study is a panel data set covering the years 2001-2021 for ten countries, Cameroon’s main coffee export partners. The findings show that the GDP of importing countries, coffee export prices, and bilateral investment treaties (BITs) positively influence exports, whereas distance, exchange rates, and Cameroon’s GDP have negative impacts. The results highlight Cameroon’s logistics infrastructure deficiencies and the significance of stable, high-quality production. The Cameroonian government should implement policies to improve production quality and efficiency by expanding agricultural extension services and offering farmers input and investment incentives to address these challenges. Additionally, improving port efficiency will necessitate the digitalization of operations, implementation of data-driven planning, and strategic infrastructure investments.
Volume 0, Issue 0 (ARTICLES IN PRESS 2024)
Abstract
Biodiversity hotspots are key for identifying priority areas for species conservation. The Alborz Mountains, with two hotspots (the Caucasus on the northern slope and the Irano-Anatolian on the southern slope), provide an ideal landscape for assessing the impacts of vegetation, slope and elevation on species diversity. We examined the alpha and beta diversity of Braconidae across different slopes (northern/southern), elevations (upper/lower positions) and provinces (Guilan, Mazandaran, Qazvin, Tehran, Alborz) in northern Iran. Using 31 Malaise traps, we collected 276 species and 5950 individuals from 20 subfamilies. Shannon-Wiener and Brillouin’s indices showed higher diversity on the northern slope. Species diversity peaked at mid-elevation (800–1200 m). Alpha diversity was highest in Guilan and Alborz-Tehran. Beta diversity analysis indicated that slope, elevation and province influenced species composition. Similar compositions were found in Mazandaran-Guilan (northern slope), and Alborz-Tehran and Qazvin (southern slope) in vegetation zones with similar environmental conditions. Additionally, the highest species composition similarity was observed between the southern and northern slope positions and upper positions of both slopes. These findings have important implications towards the maintenance of the diversity of braconids, a major beneficial species group, by prioritizing their hotspots.
Volume 0, Issue 0 (ARTICLES IN PRESS 2024)
Abstract
Climate change is one of the challenges of today to affect the agriculture sector. Climate change in Iran in recent years has caused a decrease in rainfall and an increase in temperature and continuous droughts. Agricultural production in Iran has been affected by climate change and has faced a decrease in the production of various products. The purpose of this research was to identify social, economic and environmental consequences of climate change in Iran's agricultural sector and designing a model of Planned Management Behavior (PMB). A mixed qualitative and quantitative method was used in this research. The study sample of this research in the qualitative phase included 15 key experts who have knowledge of the consequences of climate change and in the quantitative section, there were 100 experts of the agricultural Jihad of Khuzestan province. Based on the qualitative results, the consequences of climate change were identified. In the quantitative phase, it was determined that 69.3% of attitude towards the consequences of climate changes are explained by the independent variables of concerns about social, economic and environmental consequences, feeling the need for risk management, and perceived value. Also, 71.2% of changes in planned management intention to control the consequences of climate changes are affected by the attitude towards the consequences, tendency to control behavior, personal and mental norms. Finally, 69.8% of changes in PMB for control the consequences of climate changes are caused by the use of planned management intention to control the consequences, action planning and coping planning.
Volume 0, Issue 0 (ARTICLES IN PRESS 2024)
Abstract
Due to their antimicrobial and antioxidant properties, essential oils are used as natural preservatives. The purpose of this study was to investigate the chemical composition, antioxidant properties, and antimicrobial activity of emulsion and nanoemulsion forms of Salvia officinalis, Pimpinella anisum, Dracocephalum moldavica, and Syzygium aromaticum essential oils. The Agar well-diffusion assay results obtained from the experiment suggested that nanoemulsion of Dracocephalum moldavica essential oil had the maximum antimicrobial activity against the pathogenic microorganisms drawn in the experiment. The inhibition zone diameters of the nanoemulsion of this essential oil against Shigella dysenteriae, Salmonella Typhimurium, Pseudomonas aeruginosa, Staphylococcus aureus, Listeria monocytogenes, Escherichia coli, and Bacillus cereus were 11.03, 11.82, 13.02, 13.13, 13.13, 13.62, and 14.10 mm, respectively. In contrast, the inhibition zone diameters of the emulsion form of this essential oil against S. dysenteriae, S. Typhimurium, P. aeruginosa, S. aureus, L. monocytogenes, E. coli, and B. cereus were 9.66, 10.34, 10.84, 11.84, 11.34, 11.17, and 11.24 mm, respectively. The major components of Dracocephalum moldavica essential oil included geraniol (27.24%), geranial (10.75%), alpha-copaene (8.16%), alpha-pinene (7.37%), carvacrol (7.41%), limonene (6.86%), and nerol (6.45%). The nanoemulsion form of the essential oils investigated thus possessed a significantly greater antioxidant potential compared to their emulsion form. This study also demonstrated that the nanoemulsions exhibited significantly lower IC50 values compared to the emulsions. From the results, it was seen that the nanoemulsion form of Dracocephalum moldavica essential oil had the lowest IC50 and EC50 values of 22.17 µg/ml and 4.51 µg/ml, respectively.
Volume 0, Issue 0 (ARTICLES IN PRESS 2024)
Abstract
Education and research are fundamental pillars of educational systems, including agricultural higher education institutions. However, an inadequate balance between these components can lead to a deviation from the primary goals of these institutions. This study aimed to conduct a pathological analysis of the equilibrium between education and research in the higher education system of agriculture in Iran. “Three-pronged pathology model” was utilized, comprising components of “context” (including knowledge, moral, individual-psychological, satisfaction, and the thematic nature), “behavior” (including planning, coordination, control, and monitoring), and “structure” (including demonstrative, diversity, consequence, and political). This quantitative study is applied in purpose, non-experimental in design, retrospective in timing, survey-based in data collection, and descriptive-causal comparative in data analysis. The data collection instrument was a researcher-developed questionnaire, with face and content validity confirmed by experts. The reliability of the questionnaire was established using Cronbach's alpha for each variable (0.704 ≤ α ≤ 0.902). The statistical population comprised faculty members from agricultural departments of public universities in Iran (N=3335), with a sample of 307 selected. Results indicated a tendency among faculty members towards research activities. The greatest gap and imbalance between education and research were observed in the areas of context, followed by structure and behavior. This indicates that the existing context and structure push faculty members towards research activities for their sustainability and advancement in the agricultural higher education system. This poses a serious issue that must be addressed by policymakers and decision-makers.
Volume 0, Issue 0 (in press 2024)
Abstract
Concrete slabs subjected to near-field explosion loading often fail in a brittle manner. Common failure types include spalling and scabbing. Brittle failure leads to an inflexible and brittle structural response, producing small and large fragments that can be extremely dangerous due to their high velocities. Therefore, designing concrete slabs for explosive loading requires methods that either prevent or mitigate brittle failures or transform them into ductile failures. This study validates numerical models using LS-DYNA finite element software and compares them with reputable research. Simulations of concrete slabs were conducted using conventional methods, reinforced concrete slabs with steel plates, reinforced concrete slabs with wire mesh, and ultra-high-performance concrete (UHPC) slabs. The analysis of five slab types under similar explosion loading reveals that UHPC slabs exhibit less deflection and damage compared to other types, while conventional concrete slabs experience greater deflection and damage. The optimal reduction in damage for reinforced concrete slabs occurs when a steel plate measuring 2 by 4.2 meters and 0.5 centimeters thick is applied to the backside. Additionally, using wire mesh dimensions 25% larger than the initial slab damage yields the best performance. A comparative analysis of explosion-induced damage across different slab types indicates that reinforced concrete slabs with a 0.5-centimeter thick steel plate exhibit the largest damage area (8m2); whereas UHPC slabs show no damage, resulting in the smallest damage area. Further investigations into the dynamic response of these slabs demonstrate that advanced materials and reinforcement techniques significantly enhance their resilience against explosive forces. This study emphasizes the importance of innovative design strategies in civil engineering, highlighting that the adoption of UHPC slab minimizes structural damage and improves safety in high-risk environments. These findings underscore the necessity of incorporating modern materials and methodologies in protective structure design, ensuring better performance and longevity under extreme loading conditions. A comparative analysis of various methods for strengthening concrete slabs using identical materials shows that UHPC slabs outperform others in reducing deflection and failure. This illustrates their exceptional ability to withstand explosive dynamic loads. However, the primary limitation of UHPC slabs is their high cost and complexity of implementation. Reinforcement with steel sheets has proven more effective than wire mesh in minimizing deflection. In models reinforced with 0.5 cm steel sheets, deflection was reduced by 50% compared to conventional concrete slabs. The slabs reinforced with wire mesh demonstrated a significant decrease in failure rates compared to conventional slabs, with reductions ranging from 75% to 80% across various reinforcement methods using the same materials. Conversely, some models reinforced with steel sheets exhibited increased failure rates. The findings indicate that, in most cases, slabs with greater flexibility, such as those reinforced with wire mesh, sustained less damage. This can be attributed to the enhanced flexibility and ductility of wire mesh-reinforced slabs compared to those reinforced with steel sheets.
Concrete slabs subjected to near-field explosion loading often fail in a brittle manner. Common failure types include spalling and scabbing. Brittle failure leads to an inflexible and brittle structural response, producing small and large fragments that can be extremely dangerous due to their high velocities. Therefore, designing concrete slabs for explosive loading requires methods that either prevent or mitigate brittle failures or transform them into ductile failures. This study validates numerical models using LS-DYNA finite element software and compares them with reputable research. Simulations of concrete slabs were conducted using conventional methods, reinforced concrete slabs with steel plates, reinforced concrete slabs with wire mesh, and ultra-high-performance concrete (UHPC) slabs. The analysis of five slab types under similar explosion loading reveals that UHPC slabs exhibit less deflection and damage compared to other types, while conventional concrete slabs experience greater deflection and damage. The optimal reduction in damage for reinforced concrete slabs occurs when a steel plate measuring 2 by 4.2 meters and 0.5 centimeters thick is applied to the backside. Additionally, using wire mesh dimensions 25% larger than the initial slab damage yields the best performance. A comparative analysis of explosion-induced damage across different slab types indicates that reinforced concrete slabs with a 0.5-centimeter thick steel plate exhibit the largest damage area (8m2); whereas UHPC slabs show no damage, resulting in the smallest damage area. Further investigations into the dynamic response of these slabs demonstrate that advanced materials and reinforcement techniques significantly enhance their resilience against explosive forces. This study emphasizes the importance of innovative design strategies in civil engineering, highlighting that the adoption of UHPC slab minimizes structural damage and improves safety in high-risk environments. These findings underscore the necessity of incorporating modern materials and methodologies in protective structure design, ensuring better performance and longevity under extreme loading conditions. A comparative analysis of various methods for strengthening concrete slabs using identical materials shows that UHPC slabs outperform others in reducing deflection and failure. This illustrates their exceptional ability to withstand explosive dynamic loads. However, the primary limitation of UHPC slabs is their high cost and complexity of implementation. Reinforcement with steel sheets has proven more effective than wire mesh in minimizing deflection. In models reinforced with 0.5 cm steel sheets, deflection was reduced by 50% compared to conventional concrete slabs. The slabs reinforced with wire mesh demonstrated a significant decrease in failure rates compared to conventional slabs, with reductions ranging from 75% to 80% across various reinforcement methods using the same materials. Conversely, some models reinforced with steel sheets exhibited increased failure rates. The findings indicate that, in most cases, slabs with greater flexibility, such as those reinforced with wire mesh, sustained less damage. This can be attributed to the enhanced flexibility and ductility of wire mesh-reinforced slabs compared to those reinforced with steel sheets.
Volume 0, Issue 0 (in press 2024)
Abstract
Moisture damage in asphalt mixtures poses significant challenges to infrastructure durability, necessitating accurate modeling for effective mitigation strategies due to the complex nature of moisture susceptibility. Current tests, such as those utilizing general indicators like the indirect tensile strength ratio, examine moisture susceptibility in asphalt mixtures. However, these tests incur substantial costs and require considerable time. Therefore, this study aims to develop moisture susceptibility prediction models using Multi-Gene Genetic Programming (MGGP). The research utilized four types of aggregates (two limestone and two granite types) and eight different Performance Grade (PG) bitumen types. The modified Lottman test method (AASHTO T283) was employed for moisture susceptibility assessment, with samples subjected to specific conditioning protocols including vacuum saturation (13-67 kPa absolute pressure), freeze-thaw cycles (-18°C for 16 hours), and hot water conditioning (60°C for 24 hours). Indirect tensile strength tests were conducted under controlled loading conditions (2 Hz frequency, 0.1s loading time, 0.4s rest period) at 25°C. The dataset comprised 34 samples and 11 variables to predict two key indicators: Inflection Stripping Point (ISP) and Stripping Slope (SS). The MGGP model demonstrated remarkable performance in predicting both ISP and SS, achieving R2 values of 0.981 and 0.974 for the test data, respectively. Several crucial parameters were analyzed, including the apparent film thickness (AFT) calculated using aggregate specific surface area, permeability measured through falling head test method (ASTM PS 129-01), and surface free energy components. The surface energy analysis incorporated both cohesive free energy (CFE) and adhesive free energy (AFE), with special attention to the acid-base theory components: Lifshitz-van der Waals (LW), Lewis acid (Γ+), and Lewis base (Γ-) components. For ISP prediction, the MGGP model identified key variables including the ratio of base to acid surface free energy (SFE), asphalt-water adhesion (ΓAsphalt-Water), cohesive free energy (CFE), adhesive free energy (AFE), permeability of asphalt mixture (PAM), asphalt film thickness (AFT), and degree of saturation (DS). The model for SS prediction emphasized the importance of ΓAsphalt-Water, aggregate-water adhesion (ΓAggregate-Water), wettability, specific surface area (SSA), PAM, and DS. The study employed various performance metrics to evaluate the MGGP models. For ISP predictions, the model achieved RMSE, MSE, and MAE values of 5.228, 27.337, and 3.843, respectively. For SS predictions, these values were 0.294, 0.086, and 0.231, respectively, indicating high accuracy and low error rates. These results surpass those of previous studies employing traditional Genetic Programming (GP) methods, highlighting the potential of MGGP as a powerful tool in modeling asphalt moisture susceptibility. The practical implications of this research are significant for improving asphalt mixture durability, reducing maintenance costs, and enhancing road safety. Future research could focus on validating the models across a broader range of asphalt mixtures and environmental conditions.