Implementation of Machine Learning-Based Risk Prediction Models for Large-Scale Infrastructure Construction Projects in Urban Environments DOI Open Access

Ali Hussain Alhamami

Cadernos de Educação Tecnologia e Sociedade, Journal Year: 2025, Volume and Issue: 18(1), P. 330 - 346

Published: March 28, 2025

Large-scale infrastructure projects often use reactive approaches to manage construction risks. This can result in expensive delays and increased budgets. study creates tests a risk prediction framework that uses machine learning, specifically Gradient Boosting Decision Trees (GBDT), help identify address risks early urban construction. Data from 220 projects, spanning 2015 2024 located North America, Europe, Asia, were analyzed. These had values between $50 million $2 billion USD. The approach combined Principal Component Analysis GBDT, handling 47 variables related across six different areas. To test the model, 5-fold cross-validation was used, along with temporal validation, which involved setting aside most recent 20% of projects. GBDT model reached an overall accuracy 87.3%. It outperformed traditional methods by 23%. ability detect on improved significantly, 45% 78%, this led average cost reduction 12.4%. Technical highest accuracy, at 89.4%, while resource optimization saw 25.7% improvement equipment use. learning-based is considered significantly improve management. offers better earlier detection, savings, suggesting it could be widely used

Language: Английский

Silicon-mediated modulation of maize growth, metabolic responses, and antioxidant mechanisms under saline conditions DOI Creative Commons
Muhammad Saad Ullah, Athar Mahmood,

Hussam F. Najeeb Alawadi

et al.

BMC Plant Biology, Journal Year: 2025, Volume and Issue: 25(1)

Published: Jan. 2, 2025

This study explored how exogenous silicon (Si) affects growth and salt resistance in maize. The maize was cultivated sand-filled pots, incorporating varied stress (NaCl) treatments. Silicon applied at 0, 2, 4, 6, 8 mM, induced using 60 and120 mM concentrations. Soil salinity triggers a range of physiochemical abnormalities, often leading to arrest and, eventually, the demise susceptible plants. significantly reduced total chlorophyll content (12.58–33.14%), antioxidant enzymes, notably SOD (32–46%), POD (10.33–18.48%), CAT (10.05–13.19%). In contrast, increased secondary metabolites, including phenols (49.11–66.35%.), flavonoids (220.99–280.36%), anthocyanin (50.04–58.6%). Adding under absorption Na+ by 6.69%, 20.7%, 41.12%, 34.28%, respectively, compared their respective controls. Additionally, applying Si enhanced enzymes such as (50.57%), (15.58%), (10.06%) ratio (21.32%). application positively impacted nearly all physiological features, indicating it helps mitigate against salinity. achieved regulating various indicators, where anthocyanin, ascorbic acid, phenols, flavonoids, increased.

Language: Английский

Citations

2

Modeling Indium Extraction, Supply, Price, Use and Recycling 1930–2200 Using the WORLD7 Model: Implication for the Imaginaries of Sustainable Europe 2050 DOI Creative Commons
Harald Sverdrup,

Ole van Allen,

Hördur Haraldsson

et al.

Natural Resources Research, Journal Year: 2024, Volume and Issue: 33(2), P. 539 - 570

Published: Jan. 31, 2024

Abstract The increasing need for indium in photovoltaic technologies is set to exceed available supply. Current estimates suggest only 25% of global solar cell demand can be met, posing a significant challenge the energy transition. Using WORLD7 model, this study evaluated sustainability production and overall market model considers both mass balance dynamic interplay supply–demand determining prices. It estimated that total 312,000 tons extracted. However, primary hindrance supply availability extraction opportunities necessary infrastructure. Unless we improve capacity, may face shortages, hindering advancement pivotal technologies. A concern observed insufficient rate recycling. Boosting could greatly alleviate pressures. Projections indicate will reach its peak between 2025 2030, while panels due shortages anticipated around 2090, with an installed capacity 1200 GW. Thus, growth lag behind actual demand. For sustainable future, understanding role essential metals like crucial. European Environment Agency (EEA) introduced four “imaginaries” depicting visions Europe by 2050 (SE2050), each representing unique future within specific parameters. Currently, heavily dependent on imports tech has limited recycling capabilities, putting it at disadvantage context. To achieve sustainability, there improved infrastructure extraction, recycling, conservation such as indium. These resources are crucial realizing Europe’s objectives. Furthermore, these wider overarching strategies vital envisioning Union 2050, depicted Imaginaries.

Language: Английский

Citations

10

Precision Fermentation as an Alternative to Animal Protein, a Review DOI Creative Commons
Marilia M. Knychala,

Larissa A. Boing,

Jaciane Lutz Ienczak

et al.

Fermentation, Journal Year: 2024, Volume and Issue: 10(6), P. 315 - 315

Published: June 14, 2024

The global food production system faces several challenges, including significant environmental impacts due to traditional agricultural practices. rising demands of consumers for products that are safe, healthy, and have animal welfare standards led an increased interest in alternative proteins the development cellular agriculture field. Within this innovative field, precision fermentation has emerged as a promising technological solution produce with reduced ecological footprints. This review provides summary related current production, explores how can contribute address these issues. Additionally, we report on main animal-derived produced by fermentation, particular focus those used nutraceutical industries. general principles will be explained, strain bioprocess optimization. Examples efficient recombinant protein bacteria yeasts, such milk proteins, egg-white structural flavoring also addressed, along case examples companies producing at commercial scale. Through examples, explore supports sustainable holds potential innovations sector.

Language: Английский

Citations

9

Plant Doctor: A hybrid machine learning and image segmentation software to quantify plant damage in video footage DOI

Marc Josep Montagut Marques,

Mingxin Liu,

Kuri Thomas Shiojiri

et al.

Measurement, Journal Year: 2025, Volume and Issue: unknown, P. 117094 - 117094

Published: Feb. 1, 2025

Language: Английский

Citations

1

Copper Molybdate-Catalyzed Esterification of Levulinic Acid: A Heterogeneous Approach for Biofuel Synthesis DOI Open Access
A. Ribeiro, Wyvirlany V. Lobo,

Talles André Feitosa de Carvalho

et al.

Catalysts, Journal Year: 2025, Volume and Issue: 15(4), P. 357 - 357

Published: April 6, 2025

The catalytic esterification of levulinic acid (LA) to methyl levulinate (ML) was investigated using copper molybdate (Cu3(MoO4)2(OH)2) as a heterogeneous catalyst. catalyst, synthesized via chemical precipitation, exhibited monoclinic structure with self-assembled nanoplates forming spherical mesostructures. Structural characterization confirmed its high crystallinity, while textural analysis revealed BET surface area 70.55 m2 g−1 pore sizes in the nanometric range (1–6 nm). performance systematically evaluated under varying reaction conditions, including temperature, catalyst dosage, time, methanol-to-LA molar ratio, alcohol type, and reusability. Optimal conversion 99.3% achieved at 100 °C, 1:20 5% loading, time 4 h. Comparative other catalysts demonstrated superior efficiency stability Cu3(MoO4)2(OH)2, minimal activity loss over four reuse cycles (final 77.1%). Mechanistic insights suggest that is attributed Lewis Brønsted sites, facilitating efficient esterification. This study underscores potential sustainable recyclable for biofuel additive synthesis, advancing green chemistry strategies biomass valorization.

Language: Английский

Citations

1

The Human Ecology of Overshoot: Why a Major ‘Population Correction’ Is Inevitable DOI Creative Commons
William E. Rees

World, Journal Year: 2023, Volume and Issue: 4(3), P. 509 - 527

Published: Aug. 11, 2023

Homo sapiens has evolved to reproduce exponentially, expand geographically, and consume all available resources. For most of humanity’s evolutionary history, such expansionist tendencies have been countered by negative feedback. However, the scientific revolution use fossil fuels reduced many forms feedback, enabling us realize our full potential for exponential growth. This natural capacity is being reinforced growth-oriented neoliberal economics—nurture complements nature. Problem: human enterprise a ‘dissipative structure’ sub-system ecosphere—it can grow maintain itself only consuming dissipating energy resources extracted from its host system, ecosphere, discharging waste back into host. The population increase one eight billion, >100-fold expansion real GWP in just two centuries on finite planet, thus propelled modern techno-industrial society state advanced overshoot. We are polluting biophysical basis own existence. Climate change best-known symptom overshoot, but mainstream ‘solutions’ will actually accelerate climate disruption worsen Humanity exhibiting characteristic dynamics one-off boom–bust cycle. global economy inevitably contract humanity suffer major ‘correction’ this century.

Language: Английский

Citations

19

Towards Artificial Intelligence Applications in Precision and Sustainable Agriculture DOI Creative Commons
Nguyễn Thanh Sơn,

Cheng-Ru Chen,

Chien-Hui Syu

et al.

Agronomy, Journal Year: 2024, Volume and Issue: 14(2), P. 239 - 239

Published: Jan. 23, 2024

Agriculture is the backbone of many economies across globe [...]

Language: Английский

Citations

7

Precision Fermentation as an Alternative to Animal Protein, a Review DOI Open Access
Marilia M. Knychala,

Larissa A. Boing,

Jaciane Lutz Ienczak

et al.

Published: May 1, 2024

The global food production system faces several challenges, including significant environmental impacts due to traditional agricultural practices. rising demands of consumers for products that are safe, healthy, and have animal welfare standards led an increased interest in alternative proteins the development cellular agriculture field. Within this innovative field, precision fermentation emerges as a promising technological solution produce with reduced ecological footprints. This review provides summary related current production, explore how can contribute address these issues. Additionally, we will report on main animal-derived produced by fermentation, particular focus those used nutraceutical industries. general principles be explained, strain bioprocess optimization. Examples efficient recombinant protein bacteria yeasts, such milk proteins, egg-white structural flavoring also addressed, along case examples companies producing commercial scale. Through examples, supports sustainable holds potential innovations sector.

Language: Английский

Citations

6

Analysis of yellow mealworm (Tenebrio molitor) frass as a resource for a sustainable agriculture in the current context of insect farming industry growth DOI Creative Commons

Irene Zunzunegui,

Jorge Martín‐Garcia, O. Santamaría

et al.

Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: 460, P. 142608 - 142608

Published: May 18, 2024

With the ongoing rapid growth of human population, industrial development mass insect rearing for feed and food is gaining momentum. This approach has proved to be a more efficient effective alternative traditional livestock produce animal protein. In this context, Tenebrio molitor production sector emerges as highly promising in edible market, being among most commonly bred species large-scale industry. A recent modification European regulatory framework matter authorized insect-produced pigs poultry, which will boost creation new industries, resulting huge quantities frass, excrement, that could valorized. by-product holds substantial amounts nutrients advantageous microorganisms have enormous potential organic farming. It typically exhibits high content an abundance essential like nitrogen (N), phosphorus (P), potassium (K), alongside narrow carbon (C) (N) ratio. addition providing plants with macronutrients, frass been discovered soil microbial biomass introduce biomolecules microbes foster plant growth. The study utilizing sustainable agriculture relatively actively researched field years. By conducting comprehensive review peer reviewed papers, article highlights advantages associated effects its use fertilizer. Among these, effect (1) promoter productivity enhancer (2) phytofortifyer against biotic abiotic stresses, underlined studies. regard promoting effect, it observed depend very much on dose type crop, remarkably favourable results many tests carried out. Hence, derived from yellow mealworm food, serve important potent source fertilizer intensive horticultural crops or high-value woody crops, contributing agriculture, can decrease conventional synthetic agrochemicals.

Language: Английский

Citations

5

Feminist Bioethics in Space DOI
Konrad Szocik

Published: June 21, 2024

Abstract This book is an example of applying the feminist perspective in philosophy, ethics, and bioethics to consideration future human space missions. Feminism a thought that rarely present reflection on focuses bioethical issues may arise long-term long-distance The are primarily enhancement reproduction space. Applying makes it possible see potential risks not usually raised by nonfeminist bioethics. points out consequences missions for traditionally marginalized excluded groups, such as women, nonwhites, people with disabilities, indigenous people, sexually nonbinary. In manner appropriate feminism, discusses ethical using explanatory categories sex gender, power, oppression, discrimination, domination, exclusion. offers broad perspective, going beyond wider context includes global situation world. intersectional highlighting dangers overlapping different types oppression discrimination. While most attention given women their space, particularly reproductive rights, considerable other including disabled. aims sensitize us need recognize our activities inequality exclusion be replicated

Language: Английский

Citations

5