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Combustion and co-ordination based on multiintelligence technology control system
ma wenqi
xiaobin li

ma wenqi

and 1 more

July 15, 2024
In the process of carbon roasting, the temperature control of the roasting chamber is extremely important, and the uniformity and accuracy of the temperature will affect the qualification rate and product quality of the roasted products, and also indirectly affect the production capacity in the production process. In this paper, multi-intelligence technology is introduced into the heating system of carbon roasting. A combustion intelligence unit is formed by controller, thermocouple (temperature sensor), burner, combustion chamber, etc. The coordinating intelligence is designed on the upper layer of multiple combustion intelligences to manage the coordinating combustion intelligences, and a multi-intelligence combustion system is formed in a chamber. Secondly, a linear-quadratic model was applied to the coordinating intelligences to design a coordination strategy to coordinate the temperature difference between the intelligences. Finally, the coordination strategy is simulated using MATLAB, and the results show that the intelligences can be adjusted to the same level in a short time.
New Strategy for Predicting Liquid-liquid Equilibrium Near Critical Point Using Globa...
Yen-Jen Shih
Shiang-Tai Lin

Yen-Jen Shih

and 1 more

July 14, 2024
Classical liquid activity coefficient models (LM), such as the NRTL model, fail near the critical point of the liquid-liquid equilibrium (LLE), unless a highly nonlinear temperature dependency is introduced for the molecular interaction parameters. In this work, we propose an approach to predict the LLE data near the critical point using data away from the critical region based on the global renormalization group theory (GRGT). In particular, we propose a non-empirical approach to determine the GRGT parameters, thus does not rely on experimental data. The performance of our method is examined with the NRTL model using 21 binary mixtures. Our results show that the predictive approach proposed in this work reduces the error in the critical solution temperatures by about 50% when compared to the classical NRTL model using linear temperature dependent interaction parameters.
Climate regulates the effects of abrupt vegetation shifts on soil moisture on the Loe...
Guoan Xiao
Liangjie Xin

Guoan Xiao

and 4 more

July 14, 2024
Abrupt vegetation shifts indicate sudden and profound changes in ecosystem structure and function, which may lead to excessive pressures on regional water resources and thus undermine sustainability. In the context of ecological restoration and climate change, it is unclear whether large-scale abrupt vegetation shifts have occurred on the Loess Plateau and what are the differences and mechanisms associated with the effects of these vegetation changes on soil moisture content (SMC). In this study, we found that approximately 27.9% of grasslands and 24.8% of forests on the Loess Plateau experienced positive abrupt vegetation shifts from 2000 to 2020, which may be associated with the implementation of the Grassland Ecological Compensation Program (GECP) and the Natural Forest Conservation Program (NFCP). By using the climate zone method and multi-period difference-in-differences (MDID) model, we found that the effects of abrupt vegetation shifts on SMC were heavily dependent on local climate conditions. While most abrupt vegetation shifts could wet surface soil (0–7 cm), only 55.9% of grasslands and 33.9% of forests in abrupt shifts had positive effects on entire soil (0–289 cm), specifically in areas with lower precipitation and stronger evaporation conditions. In contrast, approximately 35.7% of grasslands and 37.6% of forests in abrupt shifts may exacerbate soil drying. This study fills the knowledge gap in the effects of abrupt vegetation shifts on SMC and tries to explore the underlying mechanisms, with implications for water management and ecological programs in areas with similar climate conditions.
Immune response in cattle trypanosomosis and trypanotolerance: main findings and gaps
Gnohion Fabrice Somé
Modou Séré

Gnohion Fabrice Somé

and 8 more

July 14, 2024
Trypanosome parasites of the genus Trypanosoma cause African animal trypanosomosis, a devastating livestock disease plaguing sub-Saharan Africa. Unlike many protozoan parasites, these extracellular blood-borne pathogens directly engage the host’s immune system. While the mouse model has provided valuable insights, a comprehensive understanding of the bovine immune response to trypanosomes remains elusive. Addressing immune response in cattle, the most relevant host species, and how it takes part in mitigating the negative impact of the disease could contribute to set up sustainable control strategies. This review summarizes the current knowledge of the immune response in cattle during trypanosomosis. Following a brief overview of infection processes and bovine trypanotolerance, we delved into the key immunological players: cellular and humoral immunity, cytokine regulation, and immune suppression. We discuss how these mechanisms contribute to tolerance or susceptibility to infection, highlighting critical gaps in knowledge that need further investigation.
Prevalence and nature of bacterial keratitis in Australia: a systematic review and me...
behzad dehghani

Behzad Dehghani

July 14, 2024
Bacterial keratitis is one of the major origins of keratitis, can cause corneal blindness, and is an important ophthalmic emergency. Antibiotic resistance results in failure to eliminate bacterial keratitis in many cases. This study aimed to investigate the bacterial keratitis and antibiotic resistance rate in Australia. Systematic literature surfing was done by considering all published articles focused on keratitis in Australia, and articles were retrieved from different databases, including Web of Science, PubMed, Embase, and Scopus, from the beginning of databases to January 2024. Inclusion and exclusion criteria were considered in publication screening to select qualified articles. From 328 retrieved articles, 12 articles were finally selected and included in the current systematic review and meta-analysis. Overall results showed gram-positive bacteria are the major agents of bacterial keratitis in Australian patients. Amongst the most common species, Coagulase-negative staphylococci (CoNS) strains constituted the majority of bacterial keratitis [26.1%(95%Cl:20.5-32.6)] and P. aeruginosa placed in the second rank by 13.2%(95%Cl:9-19). Furthermore, our results showed 10.9% (95%Cl:7.9-14-8) resistance to Cefalotin/Cefazolin, which had the highest prevalence, whereas the lowest resistance was to Tobramycin, which had zero. The profile of bacterial keratitis was similar to that of other countries, and in comparison with other regions, the prevalence of important species was low. Moreover, the studies from Australia confirmed the low level of resistance to antibiotics compared to other regions.
The bound-state solution of the generalized inhomogeneous Hirota equation
Yilin Wang
biao li

Yilin Wang

and 1 more

July 14, 2024
We develop the Riemann-Hilbert (RH) method for the generalized inhomogeneous Hirota equation with zero boundary condition. The RH problem is related to two kinds of scattering data: N simple poles and one N-order pole. Here we consider that when the scattering data have one or more higher-order poles, the formulas of bound-state (BS) solitons and multiple BS solitons are obtained, and the interaction between solitons and BS solitons are shown.
Disentangling complex biological introduction histories: the ongoing invasion of the...
Valentina Alvarez
Samuel Fisher

Valentina Alvarez

and 5 more

July 14, 2024
Species introductions leave genetic signatures that reflect the pattern of introduction history and are shaped by factors including the rate and timing of propagules, levels of admixture, genetic drift, population bottlenecks, and selection in the new environment. Deciphering these complex genetic signatures for recent human-mediated introductions is often challenging because realistically complex inference models are often unavailable. Here, we employed approximate Bayesian computation (ABC) approaches, which rely on simulation and rejection sampling to bypass the need for arbitrarily complex likelihood functions. With a focus on the invasion of the brown anole (Anolis sagrei) in the US, we designed a priori demographic models of its invasion from its native range to the major areas of its introduced range and select among them using ABC. We then refined these models using population genetic and phylogenetic tools to develop a set of empirically informed invasion histories that we selected among using ABC. Our analyses reveal a complex invasion history involving repeated introductions and admixture in introducd areas. Strong evidence indicates the brown anole is spreading throughout the US mainland and Hawaiʻi in part through the nursery trade and is accumulating high genetic diversity from multiple sources. Given its success in the Southeastern US and Hawaiʻi, the potential for a widespread establishment in Southern California, where the invasion is at its early stages, raises significant concern. We underscore the need for management strategies to mitigate the potential ecological impacts of the brown anole invasion in new territories in California and across the Pacific.
The effectiveness of indirect plant defence is dependent on plant competition
Maximilien Cuny
Jorad de Vries

Maximilien Cuny

and 5 more

July 14, 2024
The net benefit of indirect defence strategies to plant fitness in natural conditions is likely dependent on the ecological context. Little attention has been given to the relationship between plant-plant competition and the effect of herbivore natural enemies on plant fitness. We conducted a field experiment to investigate this relationship and found that the solitary parasitoid, Hyposoter ebeninus, which reduces the feeding behaviour of its host Pieris brassicae, positively impacts the seed production of wild Brassica nigra plants compared to unparasitized herbivory, but only in high plant density, when competing plants are damaged by unparasitized herbivores. To further investigate this relationship, we used a three-dimensional plant model to simulate different levels of herbivory, parasitism and plant density. Our results suggest that plant-plant competition is a critical factor that interacts with effectiveness of indirect defence and should be considered in future studies on the evolution of plant defence strategies.
Existence and regularity of solutions in α -norm for nonlocal problems of damped elas...
Mei Wei
Yongxiang Li

Mei Wei

and 2 more

July 14, 2024
This paper is devoted to study a class of semi-linear structural damped elastic systems with state dependent nonlocal condition on infinite intervals. Some new results about existence of mild solutions and classical solutions are established by introducing fractional power operator and using approximation theory and Schauder fixed point theorem. Finally, an example of structural damped beam vibration equation is given to verify the validity and feasibility of the abstract conclusions obtained. The results obtained in this paper essentially fill some gaps in this area.
Genetic diversity and structure of the Hong Kong Newt (Paramesotriton hongkongensis)...
Anthony Lau
Nancy Karraker

Anthony Lau

and 3 more

July 14, 2024
Population genetics is a tool that conservationists have continued to rely on to quantify population-level genetic variation and identify priority conservation units. The range-wide deforestation starting in the 1600s and rapid urban development and associated habitat modification in recent decades have posed significant challenges to the Hong Kong newt (Paramesotriton hongkongensis), a tropical salamander restricted to streams and forests in southern China. Our research, which sampled 310 adult P. hongkongensis from 10 breeding streams throughout its current distribution in Hong Kong, China to quantify genetic diversity and characterize its population genetic structure using 9 pairs of SSR primers, has revealed crucial insights. Despite long-term, repeated disturbance to its habitat and fragmentation caused by urban development, genetic diversity has been maintained within and among P. hongkongensis populations. Only two out of ten sites exhibited evidence of population bottlenecks. Bayesian clustering revealed five well-supported clusters within the range of P. hongkongensis in Hong Kong, which should be managed as separate conservation units. This work adds to the existing evidence that the effects of urbanization and human disturbance on genetic diversity in amphibians are not easily generalizable and should be addressed on a case-by-case basis.
Compact circularly polarized metasurface antenna based on characteristic mode analysi...
Qing Wang
Xiaopeng Lei

Qing Wang

and 4 more

July 14, 2024
This paper introduces a novel, single-layer, low-proffle, circularly polarized metasurface antenna. Through characteristic mode analysis, the optimization of a 3×3 rectangular metasurface structure was performed. Two orthogonal modes were selected as the operating modes, and improvements to the metasurface structure were made to achieve a 90° phase difference between these modes. The adoption of a coplanar waveguide structure enables the excitation of the metasurface, facilitating circularly polarized radiation performance for the two selected modes. The antenna’s dimensions are 40 mm × 40 mm × 3 mm (0.67 λ × 0.67 λ × 0.05 λ ), featuring a -10 dB impedance bandwidth of 27.8% (4.49 GHz - 5.94 GHz). The 3 dB axial ratio bandwidth is 14.2% (5.25 GHz - 6.05 GHz), with a maximum gain of 7.26 dBi.
Global bias in pollinator studies: a matter of generalization, accessibility, policie...
Oksana Skaldina
James Blande

Oksana Skaldina

and 1 more

July 14, 2024
Pollinators are unquestionably declining, however, current knowledge on the rate of decline is biased in two aspects which are fragmented (West-dominated) geographic scope and narrow (bee-dominated) taxonomic focus of studies. This bias has resulted in an unfortunate imbalance, whereby the most biologically diverse regions are less furnished with diversified data, and diverse pollinator groups are out of scope. We suggest evaluation of four major drivers of this bias – (i) concept generalization, (ii) data accessibility, (iii) scattered environmental regulations, and (iv) shifted infrastructure and funding resources. We argue that the complex interplay between these drivers has created a bias in knowledge that needs addressing. Using search engines in different languages and closer cooperation between developed and developing countries may help to overcome geographic bias in pollinator studies. The direction of research toward pollinator diversity and involvement of scientists in environmental policies can help to reach knowledge balance on the topic.
Investigation of consensus for nonlinear time-varying multiagent systems via data-dri...
Yuanshan Liu
Yude Xia

Yuanshan Liu

and 4 more

July 14, 2024
This paper employs data-driven techniques to investigate the robustness control of leader-followers consensus in nonlinear discrete time-varying multi-agent systems with a fixed topology. Initially, pertinent symbolic definitions for the sampled data are established, followed by an introduction to graph theory and system models. Given that data-driven algorithms necessitate linear systems, it is imperative to linearize each nonlinear system. Subsequently, distributed controllers are developed based on distributed control principles to ensure consensus in multi-agent systems. Additionally, the controller gain matrix is derived through a data-driven method, and its feasibility is theoretically examined by solving a nonlinear matrix inequality. Ultimately, numerical simulations validate the efficacy of this data-driven approach for achieving robust leader-followers consensus control.
Numerical Investigation of Slip Effects on Heat and Mass Transfer in a Vertical Chann...
Vanaja Gosty
G. Srinivas

Vanaja Gosty

and 2 more

July 14, 2024
This investigates the fluid flow, as well as the heat and mass transfer phenomena occurring within a vertical channel housing two immiscible fluids. It focuses particularly on slip effects, encompassing no slip, velocity slip, thermal slip, and multiple slips, each being applied with appropriate boundary conditions. The analysis thoroughly examines crucial characteristics such as variations in thermal conductivity and viscosity. By employing a sixth-order Runge-Kutta numerical method implemented via Mathematica, the study achieves precise solutions for complex scenarios. The extensive findings elucidate the intricate interactions among different slip mechanisms and relevant parameters, providing valuable insights for both theoretical comprehension and practical application in engineering contexts. Furthermore, this research offers significant insights into the dynamics of fluid flow, heat, and mass transfer under various slip effects. Noticeable variations in these slip effects are observed and visually represented. Engineering parameters such as Nusselt number, shear stress, and Sherwood number are meticulously calculated and analyzed using bar charts, offering insights into their impact and behavior.
LPI periodic sequence design against cyclic spectrum analysis
Qiang Liu
Fucheng Guo

Qiang Liu

and 3 more

June 21, 2024
Low Probability of Intercept(LPI) periodic sequences with low autocorrelation sidelobes are desired in many application, especially in LPI radar systems. In this letter, we propose an algorithm to design LPI periodic sequences that counteract cyclic spectrum analysis while maintaining low autocorrelation sidelobe characteristics. We begin by simplifying the weighted cyclic frequency sidelobe (WCFS) level into a quadratic form, and then minimize the WCFS level to better approximate the cyclic spectrum of Gaussian white noise. To ensure the accuracy and detection capability of the solution, we introduce a Peak-to-Average Power Ratio (PAPR) condition for the power spectrum, which is subsequently transformed into a frequency constraint. Finally, leveraging the cyclic algorithm(CA), we introduce a monotonic WCFS minimization algorithm to address the aforementioned optimization problem. The simulation results presented in this letter demonstrate the correctness and effectiveness of our proposed algorithm.
Corydalis miaotaiensis sp. nov. (Papaveraceae) from the Qinling-Daba mountains region...
Dong Wang
Xiaodong Xu

Dong Wang

and 3 more

July 14, 2024
Corydalis miaotaiensis, a new species of C. sect. Asterostigma Fedde ex C.Y. Wu & H. Chuang (Papaveraceae) from the Qinling-Daba mountains region, central China, is described. It belongs in the C. temulifolia group of the section and is most closely similar to C. ternatifolia C.Y. Wu, Z.Y. Su & Lidén, but differs by having crested (vs. ecristate) outer petals, unbranched, suberect, erect and decumbent (vs. branched, ascending) stems, bipinnate (vs. biternate) rosette leaves and by the presence (vs. absence) of axillary bulbils, long stolons, and long shoots. This study suggests the need of fully botanizing growth habit for species description in Corydalis that is linked to plant life stages.
Intended conservative management versus cesarean hysterectomy for known or suspected...
Jessica C. Morgan
Erika N. Hripko

Jessica C. Morgan

and 3 more

July 14, 2024
Objective: We examined the cost-effectiveness of conservative management (CM) compared to planned cesarean hysterectomy (CH) for placenta accreta spectrum (PAS). Design: A cost-effectiveness analysis in a theoretical cohort of patients. Setting : A decision analytic model. Population : A theoretical cohort of 1000 pregnant patients with PAS greater than 20 weeks gestation. Methods : In base case analysis, we assumed that between 20-40% of individuals would be eligible for CM. Model inputs were derived from the literature. Analysis was conducted from a healthcare system perspective with a one year analytic horizon. Outcomes included hysterectomy, surgical site infection (SSI), length of hospitalization, intensive care unit (ICU) admission, and death. An incremental cost-effectiveness ratio (ICER) of $50,000 per quality-adjusted life year (QALY) defined cost-effectiveness. Sensitivity analyses were performed. Main outcome measures: The cost gained per life year and per QALY. Results: For base-case estimates, CM was the cost-saving strategy with an ICER of $9330.51 USD. Compared to CH, CM resulted in 905 fewer hysterectomies, 80 fewer instances of SSI, and 5 fewer deaths. CM resulted in 149 more admissions with length of stay >5 days and 25 more ICU admissions . In probabilistic sensitivity analysis, CM was the cost-effective strategy in 71% of runs and the dominant strategy in 42% of runs. Conclusion: CM was the cost-effective strategy for management of PAS in greater than 70% of iterations of our model. Modeling demonstrated significant uncertainty in the comparative effectiveness of the two strategies, highlighting the need for prospective research evaluating the effectiveness of CM.
New peptide PROTAC is triggering a revolution in precise targeted skincare
Youmin Zhu
Yu  Dai

Youmin Zhu

and 3 more

July 14, 2024
Proteolysis-targeting chimeras targeted protein degradation technology can achieve the degradation of specific proteins. It is to use a bifunctional small molecule to bind the target protein with E3 ubiquitin ligase and ubiquitinate it, thereby degrading the target protein through the ubiquitin-proteasome pathway. Peptide proteolysis-targeting chimeras is a peptide type proteolysis-targeting chimeras molecule developed through synthetic biology, which not only has the targeted protein degradation effect of proteolysis-targeting chimeras, but also is biologically safe. At present, peptide proteolysis-targeting chimeras is achieving significant success in precision medicine such as targeted treatment of cancer. However, it is still a blank space in the cosmetics field. If the peptide proteolysis-targeting chimeras can be used in the development of cosmetic raw materials, it will undoubtedly trigger a revolution in precision skincare. This review provides a detailed introduction to the mechanism, function, and potential enormous application value of peptide proteolysis-targeting chimeras in the development of cosmetic raw materials.
Design of dry/wet-loaded drug composite material with sandwich pattern for efficient...
Xinlei Lu
Cai Long

Xinlei Lu

and 12 more

July 14, 2024
Wet hemostatic materials, such as hydrogels, are highly advantageous in trauma treatment due to their excellent wound wetting effect. However, such materials for hemostasis are impeded by challenges such as limited blood absorption capacity, poor mechanical properties, and low adhesive strength. Herein, we proposed a dry/wet-loaded drug composite material (DDCM) with a sandwich pattern, incorporating an array-punching drug-loaded hydrophilic hydrogel as the inner layer, a medical gauze as the middle layer, and a superhydrophobic hydrogel as the outer layer. Such material showed excellent hemostatic efficiency in liver puncture bleeding and myocardial injury bleeding models, and was superior to traditional hemostatic materials, attributing to the collaborative effect between the sandwich structure and the intrinsic hemostatic activity of the drug. Importantly, DDCM demonstrated remarkable hemostatic efficacy in rat liver and heart injury models, significantly reducing hemostasis time by 71.8% and 64.9%, minimizing blood loss by 76.9% and 34.0%, respectively. Notably, the outer layer of DDCM, equipped with a superhydrophobic coating, offers excellent anti-fouling and antibacterial properties. Our novel design offers unique advantages that can pave the way for rapid hemostasis and life-saving applications.
Burkholderia Cepacia Complex in Primary Ciliary Dyskinesia
José Muñiz-Hernández
Kimberley Kaspy

José Muñiz-Hernández

and 6 more

July 14, 2024
Title: Burkholderia Cepacia Complex in Primary Ciliary DyskinesiaAuthors: José Muñiz-Hernández, BS1, Kimberley R. Kaspy, MD2, Jennifer S. Landry, MD2, Adam J. Shapiro, MD2, Michael G. O’Connor, MD3, Margaret W. Leigh, MD4 and Wilfredo De Jesús-Rojas, MD5
CP-25 inhibits keratinocyte proliferation and improves differentiation by increasing...
TIAN tian
mengzhu wei

TIAN tian

and 6 more

July 13, 2024
Background and Purpose: Psoriasis is chronic inflammatory skin disease mediated by interactions between Th17 cells and keratinocytes that lead to excessive proliferation and aberrant differentiation of keratinocytes. Given its anti-inflammatory and immune-regulatory effects on autoimmune arthritis and primary Sjögren’s syndrome, we investigated the effects of CP-25 on psoriasis and its underlying mechanism. Experimental Approach: Mice were exposed to imiquimod (IMQ) to induce psoriasis-like lesions and then treated orally with CP-25. The expression of keratinocyte proliferation- and differentiation-related proteins after CP-25 administration was analysed by immunohistochemistry. T cell subsets in the mouse spleen were detected by flow cytometry. Inflammatory cytokine and chemokine expression was analysed in IMQ-induced psoriatic mice by QPCR and ELISA and in skin tissue from patients with psoriasis by bioinformatics. The effect of CP-25 on JAK–GRK2 colocalization was examined by Co-immunoprecipitation (Co-IP). Key Results: CP-25 significantly improved IMQ-induced psoriasis symptoms in mice by reducing epidermal hyperplasia and aberrant differentiation, attenuating the T cell–mediated immune response through decreasing the Th1/Th2 cell and Th17/Treg cell ratios, and decreasing release of proinflammatory cytokines (IL-17A, IL-17F) and chemokines (CXCL2, CXCL3). Mechanistically, CP-25 inhibited GRK2 translocation to the cytomembrane, thus decreasing GRK2–Gβγ colocalization, increasing GRK2–JAK1 colocalization, and suppressing JAK1/STAT3 signalling. CP-25–mediated inhibition of GRK2 translocation to the cytomembrane involved GRK2 amino acid Ala321. Conclusion and Implications: CP-25 suppressed T cell–mediated immune responses, inhibited epidermal hyperplasia and improved aberrant keratinocyte differentiation in the skin of psoriatic mice, by interfering with GRK2 activity and increasing GRK2 colocalization with JAK1 in keratinocytes.
Rare Case of Scapula Resection for Oligometastatic Colon Carcinoma to Bone
Shaan Sadhwani
Jamie Henzes

Shaan Sadhwani

and 4 more

July 13, 2024
Background Colorectal carcinoma with isolated metastasis to the scapula is a rare occurrence. The is a paucity of accounts detailing experience with this unique scenario. We present a case of oligometastatic colon adenocarcinoma to the scapula with subsequent scapulectomy, in which the patient had eventual visceral disease recurrence yet still gained a palliative benefit from the procedure. Methods We detail the account of a patient with metastatic colorectal carcinoma to the right scapula and subsequent treatment for the scapular metastasis. Results The patient underwent successful total scapulectomy for metastatic colon adenocarcinoma with negative margins achieved. He had an uneventful postoperative course and discharged home on day three. Upon follow up after total scapulectomy, the patient experienced significant symptom improvement and functional recovery. Conclusion We believe a significant benefit to the patient's overall quality of life was provided by undergoing this procedure. Therefore, this option should remain part of the oncologic surgeon's armamentarium to offer a palliative option to patients with the goal of controlling pain and retaining function.
DEVELOPING A FAMILY-BASED LANGUAGE SKILLS STRENGTHENING PROGRAM
Mehmet Arif BOZAN
Rahime Nükhet  Çıkrıkçı

Mehmet Arif BOZAN

and 1 more

July 13, 2024
Background: The purpose of this study was to look into how family involvement affects children’s language development. To accomplish this, a ”Family-Based Language Skills Strengthening Program” [FBSLP] was created. Method: The mixed-method study included seven third-grade students and their families. Before beginning the program, a language skills exam was conducted as a pre-test and post-test, and then ten-day activity schedules were distributed to families via online meetings during the 50-day implementation period. After 10 days, the families evaluated the method. The program includes language-development activities including interactive read-aloud books, museum and park visits, and encouragement for families and children to create journals. Results: The study found that, in addition to improving children’s language skills, there were benefits in attributes such as healthy parent-child relationship and children’s acquisition of reading habits. Conclusion: It was concluded that FBSLP is effective in the development of children’s language skills. In line with these results, recommendations are presented for both researchers and families.
ReB-DINO: A Lightweight Pedestrian Detection Model with Structural Re-Parameterizatio...
Ruiyang Li
Ge Song

Ruiyang Li

and 7 more

July 13, 2024
As agricultural machinery evolves towards intelligence and automation, obstacle detection in agricultural environments becomes crucial for safe operations of intelligent agricultural machinery. Pedestrians, as one of the most common obstacles in orchards, usually exhibit autonomy and behavioral unpredictability. Therefore, the development of intelligent agriculture requires reliable pedestrian detection technology. To address this, we propose ReB-DINO, a robust and accurate orchard pedestrian object detection model based on an improved DINO. Initially, we improve the feature extraction module of DINO using structural re-parameterization, enhancing accuracy and speed of the model through training and decoupling inference. In addition, a progressive feature fusion module is employed to fuse the extracted features and improve model accuracy. Finally, the network incorporates a convolutional block attention mechanism and an improved loss function to improve pedestrian detection rates. The experimental results demonstrate a 1.6% improvement in Recall on the NREC dataset compared to the baseline. Moreover, the results show a 4.2% improvement in mAP and the number of parameters decreases by 40.2% compared to the original DINO, enhancing accuracy and real-time object detection in apple orchards while maintaining lightweight attributes, surpassing mainstream object detection models.
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