Life Sciences Commons^™

The Association Between Rapid Growth In Children Under The Age Of Five And Adolescent Obesity, Ratu Ayu Dewi Sartika, Fadila Wirawan, Iche Andriyani Liberty, Nurul Husna Mohd Shukri, Siti Arifah Pujonarti, Edy Purwanto, Munaya Fauziah

Kesmas

Early-life nutrition is a critical predictor of long-term health, yet the association between rapid early-childhood growth and adolescent obesity, particularly in relation to the “double burden of malnutrition,” remains under-researched in Indonesia. This study aimed to analyze the association between rapid growth and adolescent obesity. Data were obtained from the 1997, 2000, and 2014 waves of the Indonesian Family Life Survey (IFLS). This study included 641 children (aged 0–23 months at baseline) with complete anthropometric measurements across all three waves. Rapid growth was defined as an increase in z-scores of >0.67 in weight-for-age (WAZ), height-for-age (HAZ), or weight-for-height (WHZ) between …

Environmental Perspective For System Dynamics Modeling Of Stunting Mitigation To Achieve The Sustainable Development Goals In West Sumatra, Indonesia, Elsa Yuniarti, Nabila Azzahra, Yulhendri Yulhendri, Heldi Heldi, Mery Delvina, Saskia Putri Azeli

Kesmas

This study developed a system dynamics model to simulate stunting reduction in West Sumatra Province, Indonesia, by integrating infant and toddler health, maternal health, and environmental determinants. Secondary data from 2020–2024 on low birth weight, immunization, malnutrition, exclusive breastfeeding, maternal chronic energy deficiency, iron and folic acid supplement distribution, sanitation, and safe drinking water access were compiled from West Sumatra Provincial Health Office and Statistics Indonesia, and validated through consultation with five stakeholder institutions. Causal Loop Diagrams mapped feedback relationships among determinants and were translated into Stock Flow Diagrams using Powersim Studio 10. The model was validated through structural verification, …

The Correlation Between Medication Adherence, Blood Glucose Levels, And Quality Of Life In Patients With Type 2 Diabetes Mellitus At Ciamis Regional Hospital, Amyla Putri Nurul Nazmi, Nur Rahayuningsih, Lusi N

Pharmacology and Clinical Pharmacy Research

Type 2 diabetes mellitus is a chronic condition requiring continuous treatment, including patient adherence to prescribed medication. This study aimed to explore the relationship between medication adherence, blood glucose levels, and quality of life in patients with type 2 diabetes mellitus at Ciamis Regional Hospital, conducted from January to March 2025, the research employed a quantitative, prospective cross-sectional design involving 49 hospitalized patients. Data included blood glucose levels (RPG, FPG, 2hPG), medication adherence measured using the Medication Adherence Report Scale (MARS-5), and quality of life assessed via the Diabetes Quality of Life-Brief Clinical Inventory (DQOL-BCI). The chi-square test was used …

Cost Effectiveness Analysis Of Psychopharmaca Therapy Combination Compared With Psychopharmaca Therapy And Ect Combination In Schizoaffective Inpatients At The Rsj Provinsi Jawa Barat, Yasmin Fadillah, Sani Asmi Ramdani Lestari, Ardilla Kemala Dewi

Pharmacology and Clinical Pharmacy Research

Mental disorders constitute an economic burden on health, estimated at USD 2.5 trillion in 2010 and expected to increase to USD 6 trillion by 2030. Treatment of schizoaffective disorder involves a combination of medication and psychotherapy. Pharmacoeconomics is an important consideration in drug selection. This study aims to determine the cost-effectiveness of psychopharmaca therapy combination compared with psychopharmaca therapy and ECT combination in schizoaffective inpatients at the RSJ Provinsi Jawa Barat. Data collection was conducted retrospectively from patient medical records for the period December 2023–December 2024. Total costs, based on a health perspective, include psychopharmaca drug costs, inpatient care costs, …

Evaluation Of Antibiotic Use Using The Gyssens Method On Clinical Outcomes In Ischemic Stroke Patients, Juniarto Mende, Graciano A. Maturbongs, Yohana K. A. Mbulang

Pharmacology and Clinical Pharmacy Research

Ischemic stroke is a health problem that causes death and neurovascular disability worldwide. The inflammatory response due to infection can increase ischemic stroke and increase brain damage through changes in blood pressure, coagulation, immune response, and endothelial function. This study aims to evaluate the rationality of antibiotic use on clinical outcomes in ischemic stroke patients. This study used a cross-sectional design. Retrospective data were taken from the medical records of Jayapura Regional Hospital for the period January 1, 2023, to May 31, 2025. The study subjects were all patients who suffered ischemic stroke and received antibiotics. Evaluation of the rationality …

Retrospective Analysis Of Antimicrobial Resistance Patterns In Gram-Positive And Gram-Negative Blood Isolates, Helman Kurniadi, Timbul Partogi Haposan Simorangkir, Ros Sumarny, Fitria Heldiana

Pharmacology and Clinical Pharmacy Research

Bloodstream infections are an important cause of morbidity and mortality, while antimicrobial resistance limits treatment options. This retrospective study evaluated bacterial distribution and antimicrobial susceptibility in blood cultures at RSPAD Gatot Soebroto, Jakarta, using microbiology and medical record data from January-December 2019. Clinically significant isolates were included, while duplicates and contaminants were excluded. Identification and susceptibility testing followed standard procedures and CLSI 2019 guidelines. Data were analyzed descriptively. Among 482 isolates, 246 (51.0%) were Gram-positive and 236 (49.0%) were Gram-negative. The Gram-positive isolates were mainly coagulase-negative staphylococci, including Staphylococcus epidermidis (62, 25.2%), S. hominis (61, 24.8%), and S. haemolyticus (50, …

The Phytochemical Content And Antibacterial Activity Of Purified Extract Of Mangifera Indica L. Against Gram Positive Pathogen, Dewi Andini Kunti Mulangsri, Masduki Faqih, Sugar Arifin, Mutiara Trie Sieya Agustin

Pharmacology and Clinical Pharmacy Research

The purified extract of arum manis mango leaves contained flavonoid compounds by TLC methods and antibacterial activity against Gram-positive and negative pathogens. This research aimed to identify and determine the phytochemical content (mangiferin and flavonoids content) and antibacterial activity against other Gram-positive pathogens. Purification of ethanol extract of arum manis mango leaves by liquid-liquid fraction method. Determination of total flavonoid content and identification of mangiferin used respectively by aluminum chloride and Thin Layer Chromatography method. The disk diffusion method was used to assay antibacterial activity against S. epidermidis, and B. subtilis bacteria with the concentration of the sample such …

Enhanced Osseointegration Of Functionally Graded Co˗Cr˗Mo˗Ti/Ha Implants: In Vitro And In Vivo Study In A Rabbit Model, Afrah M. Al Hussainey, Randa Kamel Hussain, Aseel Mustafa Abdul Majeed

Karbala International Journal of Modern Science

    The present investigation aims to evaluate the effects of acid and laser surface treatments on the surface characteristics, biocompatibility, and osseointegration of functionally graded implants fabricated from a Co–Cr–Mo–Ti/HA alloy. The implant surfaces were modified using either an Nd: YAG laser or hydrochloric acid (HCl), while untreated implants served as controls. Atomic force microscopy (AFM) showed that the acid-treated surface exhibited the highest mean surface roughness (Sa) of 58.10 ± 0.24 nm compared to the laser-treated surface (42.64 ± 0.83 nm) and the untreated surface (37.73 ± 0.89 nm). The MTT assay also demonstrated a favourable cellular response on the …

Outcome Evaluation Of Percutaneous Coronary Intervention Vs Medical Therapy Alone In Patients With Chronic Coronary Syndrome, Hsien-Yuan Chang, Hsin-Yu Fang, Mu-Shiang Huang, You-Zhen Chen, Di-Yung Chen, Edward Chia-Cheng Lai, Jung-Der Wang, Yi-Heng Li, Li-Jung Elizabeth Ku

Journal of Food and Drug Analysis

This study provides real-world evidence by comparing the long-term clinical outcomes of percutaneous coronary intervention (PCI) versus medical therapy alone in patients with chronic coronary syndrome (CCS) diagnosed non-invasively, given the lack of evidence in this population. This retrospective cohort study (2013-2018) utilized data from a medical center’s Cardiovascular Disease Databank, which was linked to national mortality records in Taiwan. Propensity score matching (PSM) and stabilized inverse probability of treatment weighting (IPTW) were applied to adjust for baseline differences between the PCI and medication-only groups. Major adverse cardiovascular events (MACE), including all-cause mortality, non-fatal myocardial infarction (MI), and revascularization, were …

From Insect Cognition To Sentience: Exploring The Edge, Catherine Macri, Martin Giurfa

Animal Sentience

What does The Edge of Sentience tell us about insect sentience and consciousness? In this commentary, we reflect on Jonathan Birch’s framework for defining and scientifically investigating sentience in animals. We discuss the methodological challenges of studying subjective experience in evolutionary distant species, and consider trace conditioning, affective states, and neural architectures as potential windows into consciousness in insects. We argue that uncertainty, whether concerning definitions or methodology, should not prevent experimental investigation; rather it should motivate new approaches and experimental designs for exploring the diversity of conscious experience.

Beyond Better Conditions: Seaweed Farming And The Number Of Sentient Animals In Aquaculture, Shrilaxmi Patil, Matthew Unerman, Wasseem Emam

Animal Sentience

Oldfield & Bonano (2024) (O&B) document how far  fish welfare research lags behind welfare research in other animals. We share O&B’s feelings-based concept of welfare and agree that aquaculture seeded this field; but research volume has not scaled with animal numbers: Welfare attention per farmed fish or decapod remains negligible. Along the lines of preceding commentaries (Maia 2024, Mather 2024), we treat farmed aquatic animals as individuals rather than tonnage. We then raise a point so far absent from the commentary on O&B so far: reducing the number of sentient animals entering intensive systems. Coastal seaweed farming, which cultivates non-sentient …

Sporicidal Activity Mechanism Of Lactic Acid And Peracetic Acid On Bovine Pathogenic Bacillus Cereus Spores, Xin Zhang, Yunjiao Chen, Jingjing Zhao, Haiying Zheng, Lanlan Liu, Wei Liu, Mingshan Fu, Weijuan Jia, Zelin Jia, Jiayu Cui, Yuhang Zhang, Huisheng Xiong, Yujie Ma, Xueli Wang, Haifeng Wang

The Thai Journal of Veterinary Medicine

In recent years, the pathogenicity of Bacillus cereus (B. cereus) has increased significantly, its host adaptability has continued to expand, and the infection spectrum has also expanded. At the same time, food contamination by B. cereus is also common. Therefore, it is of practical significance to select green, safe and effective inhibitors. Lactic acid (LA) and peroxyacetic acid (PAA) possess good antibacterial properties, making them environmentally friendly, safe, and non-toxic. The purpose of this experiment was to preliminarily explore the inhibition mechanism of LA and PAA on B. cereus spores. The effects of LA and PAA on B. …

Effects Of Intensive Exercise On The Blood Chemistry Of Fighting Bulls In Southern Thailand, Siriwat Wasiksiri, Pratthana Yongsakulchai, Wichaya Thongtako, Paradorn Muangnil, Teepakorn Adulkasem

The Thai Journal of Veterinary Medicine

Bullfighting is a cultural activity in southern Thailand. Bulls walk and undergo intensive exercise before competition. In the arena, winners are determined by their opponents' surrender, so bulls do not die after fighting. However, there are very few studies on organ injuries in living bulls during these activities. This study compared the effects of walking and intensive exercise on complete blood count (CBC) and blood chemistry. Blood parameters of 14 Thai fighting bulls aged over 6 years, regularly trained for walking and intensive exercise, were measured and analyzed using a paired t-test or Wilcoxon signed-rank test. Eosinophils decreased significantly after …

Pathways For Coordinating High-Quality Exploitation Of Marine Resources And High-Level Protection Of Marine Ecosystems, Jianping Yin, Peimin Duan, Si Zhang

Bulletin of Chinese Academy of Sciences (Chinese Version)

The ocean serves as a vital strategic space and a reservoir of resources essential for human survival and development, offering robust support for socioeconomic progress. Simultaneously, as a critical component of the Earth’s ecological environment, the ocean plays a pivotal role in regulating climate change, conserving biodiversity, and maintaining ecological balance. In recent years, China has continuously intensified the exploitation and utilization of marine resources, with the growth of the marine economy injecting blue momentum into the nation’s development. Nevertheless, the long-term, high-intensity exploitation of offshore resources, coupled with the ongoing advancement into deep-sea resource development, has led to frequent …

Policy System Of Us Bioeconomy Based On “3ms” Framework, Jingyan Zhou, Nianping Tian, Xuehui Jin, Cuijuan Yin

Bulletin of Chinese Academy of Sciences (Chinese Version)

The United States is a dominant power in the global bioeconomy. An in-depth analysis of its policy system characteristics holds significant reference value for China to further formulate China’s bioeconomy strategy and drive the development of China’s bioeconomy. This study employs the “3Ms” policy analysis framework to conduct a comprehensive analysis of the US bioeconomy policy from three dimensions: macro strategy, meso architecture, and micro structure. The research reveals that the US bioeconomy policy demonstrates the following characteristics in the macro strategy: being systematic, comprehensive, and scientifically decision-making; in the meso architecture: forming government-congressional cooperation and multi-party collaboration; and in …

Mindful Parenting And Toddlers' Food Responsiveness: The Role Of Controlling Feeding Practices, Qingyu Jiang, Holly Wilhite, Natalie A. Williams, Dipti A. Dev, Caron A. C. Clark, Pearl Avari, Sarah B. Ladd

Journal of Extension

Controlling feeding practices may negatively impact children's eating behaviors. Mindful parenting may offer a promising way to reduce the use of these practices. This study examined the mediating role of pressuring children to eat and using food as a reward in the association between mindful parenting and toddlers' food responsiveness. Results indicated that higher levels of mindful parenting were associated with lower pressuring to eat, which was related to lower food responsiveness in toddlers. The results may inform Extension professionals providing mindfulness strategies for mothers of young children to improve feeding practices, ultimately reducing children's unhealthful eating behaviors.

Osteoporosis Knowledge, Health Beliefs, And Calcium Intake Among Malaysian Chinese Adults In Perak: A Cross-Sectional Study, Thean Hui Ru, Nurul Aimi Ab Kadir, Fatin Izzaty Mohd Shahrin

Makara Journal of Health Research

Background: The Malaysian Chinese population records the highest national prevalence of osteoporotic hip fractures. This study investigated the relationships between osteoporosis knowledge, health beliefs, and calcium intake among Malaysian Chinese adults.

Methods: A cross-sectional study was conducted among 205 Malaysian Chinese adults in Kampar, Perak, using the adapted Osteoporosis Prevention and Awareness Tool (OPAAT), Osteoporosis Health Belief Scale (OHBS), and a 30-item Food Frequency Questionnaire (FFQ).

Results: Participants demonstrated low osteoporosis knowledge (6.84 ± 2.92), with low perceived susceptibility (14.87 ± 5.00), moderate perceived seriousness (17.81 ± 5.20), and barriers to calcium intake (15.61 ± 4.15), and …

Profiling Arbutin As A Potent Cholinesterase And Gsk-3Β Inhibitor And Evaluating Its Cytotoxicity In Sh-Sy5y Cells For Alzheimer’S Disease Therapy, Shirin Tarbiat, Tuğba Bal, Deni̇z Gülmez

Turkish Journal of Biology

Background/aim: Alzheimer’s disease (AD) is a neurodegenerative disorder linked to cognitive decline and memory loss, marked by hyperphosphorylated tau tangles and decreased acetylcholine levels, which are affected by acetylcholinesterase (AChE) and butyrylcholinesterase (BuChE) activity. Glycogen synthase kinase-3 beta (GSK-3β) also plays a role in AD through abnormal activation. In this study, the potential of β-arbutin to inhibit cholinesterases and GSK-3β was investigated, utilizing in vitro assays, cytotoxicity analysis, and molecular docking simulations to explore its therapeutic implications.

Materials and methods: Ellman’s technique was used to test the inhibitory effects of arbutin on cholinesterase enzymes. An ATP-Glo luminescent assay kit was …

Probiotic Intervention In Colorectal Cancer: The Cytotoxic And Apoptotic Potential Of Lactobacillus Cell-Free Supernatants, Bahar Yilmaz, Berna Erdal

Turkish Journal of Biology

Background/aim: Failures in the treatment of colorectal cancer (CRC) have increased scientific interest in the potential of the bioactive compounds contained in cell-free supernatants (CFSs) obtained from probiotic bacteria for cancer treatment. The aim in this study was to investigate the effects of CFSs obtained from Lactobacillus delbrueckii subsp. bulgaricus (L. bulgaricus) and Lactobacillus paracasei subsp. paracasei (L. paracasei) on colorectal cancer cell lines (HT-29 and Caco-2) and a healthy colon epithelial cell line (CCD841 CoN).

Materials and methods: Cytotoxic effects on the cell lines were determined by MTT assay. In line with the IC50 values obtained, morphological changes were …

Antiatopic Dermatitis Activity Of Lissachatina Fulica Mucin: Network Pharmacology Analysis And Experimental Validation, Atin Supiyani, Wasmen Manalu, Lina Noviyanti Sutardi, Mawar Subangkit, Andriyanto Andriyanto

Turkish Journal of Biology

Background/aim: Lissachatina fulica mucin (LFM) has been used as a nutraceutical, therapeutic agent, and cosmetic ingredient. The bioactivity of mucin depends on bioactive compounds whose composition is strongly influenced by the snail’s diet. This study investigated the bioactive compounds in L. fulica mucin as potential therapeutic agents for atopic dermatitis (AD).

Materials and methods: LFM was collected from snails fed long beans and melon rinds for 4 weeks, freeze-dried, and analyzed using liquid chromatography–mass spectrometry followed by network pharmacology (NP) analysis to identify its bioactive compounds. A total of 60 BALB/c mice were sensitized on the dorsal skin with 1% …

The N-Terminal, Wd40, And C-Terminal Domains Of Wdr-31 Control Ciliary Localization And Cooperate With Elmod/Rp2 Gaps To Maintain Membrane Compartmentalization, Sebi̇ha Çevi̇k, Fatma Güzel

Turkish Journal of Biology

Background/aim: WD40 repeats are found in many ciliary proteins. Although the WD40 repeat-containing WD repeat-containing protein 31 (WDR-31) is known to regulate ciliary protein trafficking and morphology, the specific contributions of its N-terminal, WD40, and C-terminal domains to protein localization and ciliary gate integrity remain unclear. Aim of this study is to dissect the functional roles of WDR-31 domains by investigating their contributions to ciliary localization, ciliary protein trafficking, and gate integrity.

Materials and methods: Using CRISPR/Cas9 technology, we generated Caenorhabditis elegans strains with in-frame deletions that removed the N-terminus (WDR-31(ΔN)), WD40 (WDR-31(ΔWD)), and C-terminus (WDR-31(ΔC)). We next examined the …

Discovery And Functional Characterization Of Novel Programmed Death-Ligand 1 Monoclonal Antibodies, Nurşah Ersezen, Mai̇de Şeker, Arzu Aysan, Durmuş Akdoğan, Mehmet Ender Avci, Asli Kurden Pekmezci̇, Si̇bel Kalyoncu Uzunlar, Mehmet İnan, Tamer Yağci

Turkish Journal of Biology

Background/aim: Targeted therapies with monoclonal antibodies provide cancer patients with better prognosis and diseasefree survival. The blockade of immune checkpoints, including programmed cell death protein-1 (PD-1) and its ligand PD-L1, with monoclonal antibodies may boost immune responses against tumors and is regarded as an effective strategy in cancer immunotherapy. We describe the generation of anti-PD-L1 monoclonal antibodies with high affinity and specificity, and we assess their potential for therapeutic use in cancer.

Materials and methods: Hybridomas were selected for PD-L1 specificity and cross-reactivity with other immune checkpoint proteins and PD-L1 orthologs using indirect ELISA. Immunofluorescence and Western blotting assays were …

Rickettsia Africae Discovered In A Short-Term Urban Traveller To South Africa: A Case Report, Zunairah Sikder

Binghamton University Undergraduate Journal

Rickettsia Africae is a pathogen that causes African tick-bite fever (ATBF). Transmission typically occurs from ticks within the Central and South African regions. Previous studies suggested that ATBF is not uncommon amongst travelers to rural sub-Saharan Africa, especially during the rainy months of November through April. However, this case report highlights a woman who contracted ATBF in novel conditions. The 70-year-old woman reported travelling strictly to and from the local church and hotel for her four-day stay in July. After returning to America, the patient experienced extreme irritation on her arm, as well as complaints of headaches. She presented to …

A Message From The Managing Editor, Carissa Bayack

Binghamton University Undergraduate Journal

A message from the 2025-2026 Managing Editor of the Binghamton University Undergraduate Journal, Carissa Bayack.

Palmnet: Confidence-Calibrated Edge-Cloud Ai For Field Diagnosis Of Date Palm Diseases, Muntadher Kareem, Raed Majeed

Karbala International Journal of Modern Science

Date palm (Phoenix dactylifera L.) is a cornerstone crop for Iraq and the wider MENA region, yet reliable in-field diagnosis of leaf disorders remains slow, labour-intensive, and constrained by a limited pool of agronomists. This paper presents PalmNet, a full-stack diagnostic system that classifies nine leaf conditions through a calibrated edge-cloud framework. The system is developed and evaluated on a public dataset of 3,089 field images spanning the nine classes, using a 70/15/15 stratified split. A ShuffleNetV2 student network, distilled from a ConvNeXt-Tiny teacher, is deployed on two complementary edge endpoints: a Raspberry Pi Zero 2 W field station …

A New Species Of Liocheles Sundevall, 1833 (Scorpiones: Hormuridae) From The Western Himalayas, Virender К. Bhardwaj, Sunil Katal, H. T. Lalremsanga, Zeeshan A. Mirza

Euscorpius

Sampling in the Western Himalayas of India led to the discovery of a population of the genus Liocheles Sundevall, 1833, that differes from all Indian congeners. Molecular and morphological data confirmed the distinctiveness of the population, which is here described as a new species. The new species is morphologically similar to L. longimanus (Werner, 1939), from which it differs in the arrangement of trichobothria on external patella and structure of the hemispermatophore. A preliminary molecular phylogeny of the family Hormuridae based on the mitochondrial cytochrome oxidase I gene is presented.

Correlation And Redundancy Analysis Of Statistical Features For Permanent Magnet Synchronous Motor Fault Detection, Ibrahim Muhammad, Benjamin Olabisi Akinloye

Mansoura Engineering Journal

Feature selection plays a critical role in designing efficient and interpretable condition monitoring frameworks for electrical drives. In this paper, a correlation analysis of statistical and spectral features is performed for Permanent Magnet Synchronous Motor (PMSM) fault detection in naval windlass systems. Using both simulated data from a MATLAB/Simulink model and real shipboard current signals acquired from five Nigerian Navy vessels over one-month monitoring periods, higher-order statistical moments (Mean, Variance, Standard Deviation, Skewness, Kurtosis) and the Fault Severity Index (FSI) were computed alongside Total Harmonic Distortion (THD). Pearson correlation coefficients were employed to quantify feature relationships under healthy and faulty …

Numerical Parametric Assessment Of Lap-Spliced Reinforced Concrete Beams With Steel, Gfrp, And Hybrid Reinforcement, Salah Mohsen, Mohamed H. Makhlouf, Marwa I. Badawi, Gamal Ismail

Mansoura Engineering Journal

This study presents a numerical parametric investigation into the flexural performance of reinforced concrete beams incorporating different reinforcement types and lap splice configurations, based on finite element modeling using ABAQUS and benchmarked against ACI 440 design provisions. Sixteen beam models were developed and analyzed under four-point bending to evaluate the influence of reinforcement type (steel, GFRP, and hybrid), splice length, and number of spliced bars on the global structural response. The results indicate that splice detailing plays a governing role in controlling failure mode and ductility. Beams without lap splices exhibited enhanced ductile behavior, whereas shorter splice lengths and higher …

Modeling The Clonal Rosette Composition Of A Bromeliaceae Genet: A Combinatorial Approach, Layla K. Lammers, Erin N. Bodine

Spora: A Journal of Biomathematics

Bromeliaceae, a neo-tropical plant family encompassing over 3,000 species, exhibit two modes of reproduction: sexual reproduction via flowers and seeds, and asexual reproduction via genetically identical clonal rosettes. The vegetative bodies of bromeliads form rosettes with new leaves emerging from the center and clonal rosettes emerging above a single leaf in the rosette, resulting in a genetic individual consisting of a seed-grown rosette and multiple iterations of clonal rosettes. This research develops a combinatorial model of probability that a single genetic individual will include at least n clonal rosettes when a single rosette can produce at most 1 or 2 …

Robust Soil Moisture Content Detection Based On Data Augmentation Under Different Testing Conditions, Yang Li, Chenghao Liu, Jing Nie, Jingbin Li

Turkish Journal of Agriculture and Forestry

Accurate and cost-effective monitoring of soil moisture content is essential for the development of precision agriculture and the optimization of water resource management. While low-frequency acoustic signals are used to detect soil moisture content, models trained with controlled laboratory acoustic data often exhibit significant performance degradation with field data due to their sensitivity to environmental noise, soil heterogeneity, and structural variations. This study proposes a novel framework to enhance model robustness and generalization by integrating a WGAN-GP network data augmentation strategy into the soil moisture content workflow. This framework is designed to generate high-quality and diverse data on different soil …