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35 pages, 1946 KB  
Review
Application of Additive Manufacturing Technology in Marine Equipment: A Review
by Hangbin Tang, Zhenyun Ma, Haiwen Ge, Wei Hua and Pengpeng Dong
Metals 2026, 16(6), 596; https://doi.org/10.3390/met16060596 - 29 May 2026
Viewed by 501
Abstract
Additive manufacturing (AM), also known as three-dimensional (3D) printing, has emerged as a revolutionary digital near-net-shape manufacturing technology, offering innovative solutions for the design and fabrication of complex, high-performance structures and equipment. This paper reviews the recent advancements and applications of metal AM [...] Read more.
Additive manufacturing (AM), also known as three-dimensional (3D) printing, has emerged as a revolutionary digital near-net-shape manufacturing technology, offering innovative solutions for the design and fabrication of complex, high-performance structures and equipment. This paper reviews the recent advancements and applications of metal AM technologies in the marine sector. Firstly, the principles and characteristics of three most widely adopted metal AM processes in this field are introduced: laser powder bed fusion (L-PBF), directed energy deposition (DED), and wire arc additive manufacturing (WAAM). Subsequently, the application status of metal AM is summarized in four key marine sectors: propulsion systems, underwater vehicle housings and structures, hull structures and shipboard equipment and components, as well as marine equipment repair and emergency support. Building on this, the major challenges for metal AM applications in the marine environment are further discussed, including the fabrication of large-scale components, standardization of materials and processes, integration of smart manufacturing and digital technologies, and sustainability and circular manufacturing. Finally, future trends are projected toward higher efficiency, intelligence, and environmental sustainability. It is indicated that metal AM will fundamentally reshape the manufacturing mode of marine equipment and support its high-performance, low-cost, intelligent and rapid-response development. Full article
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16 pages, 325 KB  
Article
Effects of Bedding Materials on Growth Performance, Footpad Dermatitis, Blood Parameters, and Economic Outcomes in Broiler Chickens
by Thanyathorn Termglinchan, Wiriya Loongyai, Chaowit Rakangthong and Chaiyapoom Bunchasak
Poultry 2026, 5(3), 37; https://doi.org/10.3390/poultry5030037 - 14 May 2026
Viewed by 406
Abstract
A 42-day trial compared rice hulls and rubberwood shavings as broiler litter applied at an equal rate (7.5 kg/m2) in a house equipped with an evaporative cooling system. A total of 552-day-old male Ross 308 broiler chicks were randomly assigned to [...] Read more.
A 42-day trial compared rice hulls and rubberwood shavings as broiler litter applied at an equal rate (7.5 kg/m2) in a house equipped with an evaporative cooling system. A total of 552-day-old male Ross 308 broiler chicks were randomly assigned to two treatments, with 12 replicate pens per treatment and 23 birds per pen. Body weight, feed intake, and feed conversion ratio (FCR) were assessed during the starter (0–14 d), grower (15–35 d), and finisher (36–42 d) phases. Footpad dermatitis (FPD), litter moisture, and complete blood counts were evaluated on days 14, 35, and 42, whereas infectious bronchitis (IB) antibody titers were measured on days 14 and 35. Rubberwood shavings increased body weight and feed intake during the grower and finisher phases and improved FCR during days 36–42 (p < 0.01). The FPD scores were lower with rubberwood shavings on days 35 and 42 (p < 0.05), although litter moisture was numerically higher on day 42. Hematological responses were transient, and IB antibody titers were unaffected. Economic analysis showed higher net profit (p < 0.01) and marginally higher return on investment in broilers reared on rubberwood shavings, with the economic advantage becoming more evident after footpad downgrade loss was considered. Full article
23 pages, 24859 KB  
Article
Deformation Detection of the Centroid Axes for Beams with Variable Cross-Sections Based on Point Cloud Data
by Jia Zou, Yang Li, Yaojun Zhou, Xiongyao Xie, Genji Tang and Xiaoming Xu
Appl. Sci. 2026, 16(4), 2008; https://doi.org/10.3390/app16042008 - 18 Feb 2026
Viewed by 445
Abstract
Accurate extraction of the centroid axes of beams with variable cross-sections is critical for infrastructure health monitoring. While 3D laser scanning provides dense point clouds, existing methods face challenges due to fixed slicing directions, sparse or incomplete boundaries, and inaccurate centroid calculations for [...] Read more.
Accurate extraction of the centroid axes of beams with variable cross-sections is critical for infrastructure health monitoring. While 3D laser scanning provides dense point clouds, existing methods face challenges due to fixed slicing directions, sparse or incomplete boundaries, and inaccurate centroid calculations for concave sections. This study proposes a robust framework to overcome these issues. An improved k-d tree ordering algorithm enhances boundary extraction through starting point constraint strategy and dynamic isolated noise point removal mechanism. A ray casting-based boundary-constrained Delaunay triangulation centroid calculation algorithm accurately computes centroids for arbitrary shapes, including concave profiles. An innovative convex hull centroid-driven adaptive normal iterative slicing method dynamically adjusts orientation using historical centroid data, aligning with the local member axis to minimize errors in variable or deformed regions. Experimental validation shows the method outperforms traditional fixed-direction slicing in effectiveness, parameter sensitivity, and deformation robustness, achieving sub-millimeter accuracy. Applied to monitor ultra-high-performance concrete cantilever beams at the Shanghai Grand Opera House, it produced centroid axis data consistent with total station measurements (differences within ±1.2 mm), supporting phased deformation warnings and safety assessments. This work provides a systematic, high-precision solution for extracting geometric axes from complex structural point clouds. Full article
(This article belongs to the Section Civil Engineering)
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16 pages, 665 KB  
Article
Addressing the Contradictions of Social Work: Lessons from Critical Realism, the Social Solidarity Economy, and the Hull-House Tradition of Social Work
by Michael Emru Tadesse and Susanne Elsen
Soc. Sci. 2025, 14(11), 630; https://doi.org/10.3390/socsci14110630 - 27 Oct 2025
Viewed by 1585
Abstract
Social Work, which is a profession and an academic discipline, has two major contradictions that pertain to its co-dependency with the capitalist hegemony and its inconsistent ontology, epistemology, and methodology. Addressing these contradictions is essential for Social Work to achieve its current mission [...] Read more.
Social Work, which is a profession and an academic discipline, has two major contradictions that pertain to its co-dependency with the capitalist hegemony and its inconsistent ontology, epistemology, and methodology. Addressing these contradictions is essential for Social Work to achieve its current mission and core mandate of promoting social change, social development, social cohesion, and the empowerment and liberation of people. In this theoretical paper, we argue that Social Work can address its contradictions by adopting Critical Realism as a philosophical foundation and learning lessons from its Hull-House tradition and current endeavors of the Social Solidarity Economy. Doing so helps Social Work realize its full potential and contribute more to sustainability transformation, as it has a crucial role to play in addressing the multiple crises of our time. Full article
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19 pages, 14633 KB  
Article
Impact Analysis of Hull Line Design on Fishing Vessels’ Vulnerability to Pure Loss of Stability
by Hangming Zhang, Kai Li, Guoxiong Mei, Jianzhao Ding and Qiqi Wu
J. Mar. Sci. Eng. 2025, 13(10), 1954; https://doi.org/10.3390/jmse13101954 - 13 Oct 2025
Viewed by 1439
Abstract
Pure Loss of Stability is one of the five typical stability failure modes identified in the Second-Generation Intact Stability Criteria by the IMO. This study investigates the influence of hull line variations on the vulnerability of a saury fishing vessel to pure loss [...] Read more.
Pure Loss of Stability is one of the five typical stability failure modes identified in the Second-Generation Intact Stability Criteria by the IMO. This study investigates the influence of hull line variations on the vulnerability of a saury fishing vessel to pure loss of stability. Hull forms were parametrically modified using the Free-Form Deformation method, and an in-house code was developed to evaluate stability performance. The numerical framework was validated against the commercial ICS-HydroSTAB software (Version 1.0), demonstrating high computational accuracy and engineering applicability. Parametric sensitivity analysis was then conducted to examine the effects of geometric characteristics under both calm-water and wave-induced conditions. The results indicate that vulnerability in calm water is primarily governed by the maximum sectional area curve and the bow portion of the DWL half-breadth curve, while in waves it is influenced by both the maximum sectional area curve and the fore and aft portions of the DWL half-breadth curve. The half angle of entrance (E = 0.08) exhibits a comparatively minor effect, but its increase reduces the initial metacentric height and significantly elevates the risk of capsizing in waves. These findings provide useful references for hull form optimization and stability design. Full article
(This article belongs to the Section Ocean Engineering)
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16 pages, 1369 KB  
Article
Recycling Waste Cottonseed Hulls to Biomaterials for Ammonia Adsorption
by Thomas Klasson, Bretlyn Pancio and Allen Torbert
Recycling 2025, 10(4), 158; https://doi.org/10.3390/recycling10040158 - 6 Aug 2025
Viewed by 1545
Abstract
Ammonia emissions in poultry houses are common and pose health concerns for animals and workers. However, effective control of these emissions with sustainable products is lacking. Therefore, we investigated if an agricultural byproduct, cottonseed hulls, could be recycled through pyrolysis and used to [...] Read more.
Ammonia emissions in poultry houses are common and pose health concerns for animals and workers. However, effective control of these emissions with sustainable products is lacking. Therefore, we investigated if an agricultural byproduct, cottonseed hulls, could be recycled through pyrolysis and used to remove ammonia from air. In this study, the efficacy of ammonia removal was observed using cottonseed hull biomaterials pyrolyzed at seven different temperatures: 250, 300, 350, 400, 500, 600, and 700 °C. In this study, ammonia was passed through a column filled with pyrolyzed material, and ammonia in the filtered air was monitored. The results showed that materials pyrolyzed at intermediate temperatures of 350 and 400 °C were the most efficient at ammonia removal and were able to adsorb approximately 3.7 mg NH3/g of material. Despite extensive characterization, ammonia adsorption could not be linked to intrinsic material properties. Evaluation of the materials showed that the carbon in the pyrolyzed materials would be stable over time should the spent material be used as a soil amendment. Full article
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19 pages, 4106 KB  
Article
Design and Computational Modelling of AUV Tunnel Thruster Covers for Efficient Operation
by Christopher McNeill, Zachary Cooper-Baldock and Karl Sammut
J. Mar. Sci. Eng. 2024, 12(11), 2021; https://doi.org/10.3390/jmse12112021 - 9 Nov 2024
Cited by 3 | Viewed by 3578
Abstract
Autonomous underwater vehicles have seen widespread adoption across industrial, scientific, and defence applications. They are typically utilized to perform oceanic mapping, surveillance, and inspection-type missions. Hovering AUVs, used for inspection applications, are over-actuated vehicles incorporating multiple thrusters to enable multiple degrees of freedom [...] Read more.
Autonomous underwater vehicles have seen widespread adoption across industrial, scientific, and defence applications. They are typically utilized to perform oceanic mapping, surveillance, and inspection-type missions. Hovering AUVs, used for inspection applications, are over-actuated vehicles incorporating multiple thrusters to enable multiple degrees of freedom control at a low velocity. These vehicles, however, are extremely energy-limited, owing to their restrictive structural design that prohibits large batteries. This necessitates careful hydrodynamic design to best utilize this limited energy storage. Of particular importance are the hydrodynamic propulsion efficiencies of these vehicles. Whilst the external structure of AUV platforms is relatively well-defined and hydrodynamically optimized, one area has seen limited focus and optimization. This is the immediate surroundings of the propulsion geometry and housing. In this body of work, we propose an adaptation to the traditional through-body tunnel thruster geometry of an over-actuated AUV platform. The modification is the inclusion of a retractable internal thruster cover. Subsequently, a comparison is provided between a clean-hull AUV configuration, one with open through-body thrusters, and one fitted with the designed cover geometry. A comprehensive computational fluid dynamics analysis is then converged and assessed using the Reynolds-Averaged Navier–Stokes equations. The drag and local flow fields are determined, where the covers are found to reduce the drag coefficient and total drag of the AUV by 9.51%, primarily due to a reduction of 9.91% in the pressure drag. These findings highlight the increased operational efficiency of the cover geometry and support the adoption of such covers for energy-constrained AUVs. Full article
(This article belongs to the Special Issue Maritime Efficiency and Energy Transition)
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26 pages, 11878 KB  
Article
Historical Selection, Adaptation Signatures, and Ambiguity of Introgressions in Wheat
by Demissew Sertse, Frank M. You, Valentyna Klymiuk, Jemanesh K. Haile, Amidou N’Diaye, Curtis J. Pozniak, Sylvie Cloutier and Sateesh Kagale
Int. J. Mol. Sci. 2023, 24(9), 8390; https://doi.org/10.3390/ijms24098390 - 7 May 2023
Cited by 8 | Viewed by 4072
Abstract
Wheat was one of the crops domesticated in the Fertile Crescent region approximately 10,000 years ago. Despite undergoing recent polyploidization, hull-to-free-thresh transition events, and domestication bottlenecks, wheat is now grown in over 130 countries and accounts for a quarter of the world’s cereal [...] Read more.
Wheat was one of the crops domesticated in the Fertile Crescent region approximately 10,000 years ago. Despite undergoing recent polyploidization, hull-to-free-thresh transition events, and domestication bottlenecks, wheat is now grown in over 130 countries and accounts for a quarter of the world’s cereal production. The main reason for its widespread success is its broad genetic diversity that allows it to thrive in different environments. To trace historical selection and hybridization signatures, genome scans were performed on two datasets: approximately 113K SNPs from 921 predominantly bread wheat accessions and approximately 110K SNPs from about 400 wheat accessions representing all ploidy levels. To identify environmental factors associated with the loci, a genome–environment association (GEA) was also performed. The genome scans on both datasets identified a highly differentiated region on chromosome 4A where accessions in the first dataset were dichotomized into a group (n = 691), comprising nearly all cultivars, wild emmer, and most landraces, and a second group (n = 230), dominated by landraces and spelt accessions. The grouping of cultivars is likely linked to their potential ancestor, bread wheat cv. Norin-10. The 4A region harbored important genes involved in adaptations to environmental conditions. The GEA detected loci associated with latitude and temperature. The genetic signatures detected in this study provide insight into the historical selection and hybridization events in the wheat genome that shaped its current genetic structure and facilitated its success in a wide spectrum of environmental conditions. The genome scans and GEA approaches applied in this study can help in screening the germplasm housed in gene banks for breeding, and for conservation purposes. Full article
(This article belongs to the Special Issue Advances in Breeding and Genetics of Wheat Crops)
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24 pages, 734 KB  
Article
The Social Solidarity Economy and the Hull-House Tradition of Social Work: Keys for Unlocking the Potential of Social Work for Sustainable Social Development
by Michael Emru Tadesse and Susanne Elsen
Soc. Sci. 2023, 12(3), 189; https://doi.org/10.3390/socsci12030189 - 20 Mar 2023
Cited by 8 | Viewed by 9932
Abstract
Social work (SW) is criticized for its (i) inconsistent ontology, epistemology, and methodology and (ii) co-dependency with the capitalist hegemony, which is the main cause of multiple crises that primarily affect the most vulnerable. Addressing these issues is of paramount importance if SW [...] Read more.
Social work (SW) is criticized for its (i) inconsistent ontology, epistemology, and methodology and (ii) co-dependency with the capitalist hegemony, which is the main cause of multiple crises that primarily affect the most vulnerable. Addressing these issues is of paramount importance if SW is to achieve its core mandate of promoting social change, social development, social cohesion, and the empowerment and liberation of people. The purpose of this paper is to assert that SW can address these issues by learning from the (i) Settlement House Movement (SHM), especially the Hull-House tradition of SW; and (ii) current endeavors of the Social Solidarity Economy (SSE). We were led to this assertion because we noticed in our research, in the area of SSE of vulnerable groups and SW, remarkable similarities and potentials of these two approaches to help transform SW. Our argument is based on data and insight gained from (i) a narrative literature review on the history of SW and the nature of SSE; and (ii) a systematic scoping review of the SSE of People of African Descent (PAD) in Europe. In this paper, we elaborate on our key arguments and provide examples and recommendations. Full article
(This article belongs to the Section Social Policy and Welfare)
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29 pages, 12520 KB  
Article
On the Development of a Mid-Depth Lagrangian Float for Littoral Deployment
by Yuri Katz and Morel Groper
J. Mar. Sci. Eng. 2022, 10(12), 2030; https://doi.org/10.3390/jmse10122030 - 19 Dec 2022
Cited by 4 | Viewed by 3385
Abstract
This study presents the complete, detailed development process of an enhanced one-man portable Lagrangian float designed for littoral deployment to depths of up to 300 m. The design focused on maximization of the Lagrangian characteristics of the hull, minimization of the noise emission [...] Read more.
This study presents the complete, detailed development process of an enhanced one-man portable Lagrangian float designed for littoral deployment to depths of up to 300 m. The design focused on maximization of the Lagrangian characteristics of the hull, minimization of the noise emission and energy efficiency of the propulsion system, and the versatility of the platform for various scientific missions. The platform is propelled by a variable buoyancy engine that is actuated by an oil-submerged, gas-pressure assisted micro gear pump. The pressure assistance lowers the pressure differential across the pump ports at depth, resulting in quieter and more efficient operation. An enhanced proportional–integral–differential control scheme is employed to pilot the platform. To enhance diving safety, a software safety agent was incorporated. If the software safety agent detects a major failure, a drop weight is released. To eliminate the chance of water ingress through dynamic hull penetration, the drop weight is actuated by an in-house developed magnetic coupling mechanism. An onboard installed hydrophone continuously records and monitors ambient sounds for phenomena of interest and enables commands and mission updates from the surface. For surface recovery, the platform is equipped with GPS and an Iridium beacon for long-range localization, and an RF beacon and strobe for short-range localization and as a backup. The performance of the platform is demonstrated in a simulation and in an actual real sea mission conducted in the eastern Mediterranean at a depth of 10 and 12 m. Full article
(This article belongs to the Section Ocean Engineering)
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29 pages, 3577 KB  
Article
Energy Disaggregation Using Multi-Objective Genetic Algorithm Designed Neural Networks
by Inoussa Laouali, Isaías Gomes, Maria da Graça Ruano, Saad Dosse Bennani, Hakim El Fadili and Antonio Ruano
Energies 2022, 15(23), 9073; https://doi.org/10.3390/en15239073 - 30 Nov 2022
Cited by 10 | Viewed by 3441
Abstract
Energy-saving schemes are nowadays a major worldwide concern. As the building sector is a major energy consumer, and hence greenhouse gas emitter, research in home energy management systems (HEMS) has increased substantially during the last years. One of the primary purposes of HEMS [...] Read more.
Energy-saving schemes are nowadays a major worldwide concern. As the building sector is a major energy consumer, and hence greenhouse gas emitter, research in home energy management systems (HEMS) has increased substantially during the last years. One of the primary purposes of HEMS is monitoring electric consumption and disaggregating this consumption across different electric appliances. Non-intrusive load monitoring (NILM) enables this disaggregation without having to resort in the profusion of specific meters associated with each device. This paper proposes a low-complexity and low-cost NILM framework based on radial basis function neural networks designed by a multi-objective genetic algorithm (MOGA), with design data selected by an approximate convex hull algorithm. Results of the proposed framework on residential house data demonstrate the designed models’ ability to disaggregate the house devices with excellent performance, which was consistently better than using other machine learning algorithms, obtaining F1 values between 68% and 100% and estimation accuracy values ranging from 75% to 99%. The proposed NILM approach enabled us to identify the operation of electric appliances accounting for 66% of the total consumption and to recognize that 60% of the total consumption could be schedulable, allowing additional flexibility for the HEMS operation. Despite reducing the data sampling from one second to one minute, to allow for low-cost meters and the employment of low complexity models and to enable its real-time implementation without having to resort to specific hardware, the proposed technique presented an excellent ability to disaggregate the usage of devices. Full article
(This article belongs to the Special Issue Moving towards Digitalization in Building Energy Modeling)
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25 pages, 12588 KB  
Article
Seamless Navigation, 3D Reconstruction, Thermographic and Semantic Mapping for Building Inspection
by Adrian Schischmanow, Dennis Dahlke, Dirk Baumbach, Ines Ernst and Magdalena Linkiewicz
Sensors 2022, 22(13), 4745; https://doi.org/10.3390/s22134745 - 23 Jun 2022
Cited by 12 | Viewed by 4894
Abstract
We present a workflow for seamless real-time navigation and 3D thermal mapping in combined indoor and outdoor environments in a global reference frame. The automated workflow and partly real-time capabilities are of special interest for inspection tasks and also for other time-critical applications. [...] Read more.
We present a workflow for seamless real-time navigation and 3D thermal mapping in combined indoor and outdoor environments in a global reference frame. The automated workflow and partly real-time capabilities are of special interest for inspection tasks and also for other time-critical applications. We use a hand-held integrated positioning system (IPS), which is a real-time capable visual-aided inertial navigation technology, and augment it with an additional passive thermal infrared camera and global referencing capabilities. The global reference is realized through surveyed optical markers (AprilTags). Due to the sensor data’s fusion of the stereo camera and the thermal images, the resulting georeferenced 3D point cloud is enriched with thermal intensity values. A challenging calibration approach is used to geometrically calibrate and pixel-co-register the trifocal camera system. By fusing the terrestrial dataset with additional geographic information from an unmanned aerial vehicle, we gain a complete building hull point cloud and automatically reconstruct a semantic 3D model. A single-family house with surroundings in the village of Morschenich near the city of Jülich (German federal state North Rhine-Westphalia) was used as a test site to demonstrate our workflow. The presented work is a step towards automated building information modeling. Full article
(This article belongs to the Special Issue Sensing Technologies and Applications in Infrared and Visible Imaging)
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18 pages, 10272 KB  
Article
Ship Bow Wings with Application to Trim and Resistance Control in Calm Water and in Waves
by Dimitris Ntouras, George Papadakis and Kostas Belibassakis
J. Mar. Sci. Eng. 2022, 10(4), 492; https://doi.org/10.3390/jmse10040492 - 2 Apr 2022
Cited by 21 | Viewed by 4578
Abstract
Flapping foils for augmenting thrust production have drawn attention as a means of assisting ship propulsion in waves due to their high efficiency rate compared to traditional screw propellers. However, they can also offer substantial resistance reduction when used as stabilizers. In this [...] Read more.
Flapping foils for augmenting thrust production have drawn attention as a means of assisting ship propulsion in waves due to their high efficiency rate compared to traditional screw propellers. However, they can also offer substantial resistance reduction when used as stabilizers. In this work, the aim is to investigate the feasibility of a symbiotic concept combining the ship’s propeller with a foil arranged at the ship’s bow at a fixed position operating as a trim-pitch stabilizer. The work presents results obtained from experiments conducted in the towing tank of the Laboratory of Ship and Marine Hydrodynamics of the National Technical University of Athens (LMSH NTUA), as well as results from an in-house CFD solver. The test cases focused on the resistance and the dynamic behavior of the wing–vessel configuration in calm water conditions and in head waves. All results were compared against the performance of a bare hull (without foil). The findings of this work are based both on numerical and experimental data and indicate that a bow wing in static mode can be used for trim-control of a vessel by altering the angle of attack leading to a possible drop in wave resistance both in calm water and in waves. In the latter case, utilizing the wing in head waves results in a significant reduction in the pitching and heaving responses of the vessel, which may lead to substantial enhancement of the propulsion performance. Full article
(This article belongs to the Special Issue Energy Saving Devices for Ships)
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22 pages, 3934 KB  
Article
Non-Intrusive Load Monitoring of Household Devices Using a Hybrid Deep Learning Model through Convex Hull-Based Data Selection
by Inoussa Laouali, Antonio Ruano, Maria da Graça Ruano, Saad Dosse Bennani and Hakim El Fadili
Energies 2022, 15(3), 1215; https://doi.org/10.3390/en15031215 - 7 Feb 2022
Cited by 27 | Viewed by 4261
Abstract
The availability of smart meters and IoT technology has opened new opportunities, ranging from monitoring electrical energy to extracting various types of information related to household occupancy, and with the frequency of usage of different appliances. Non-intrusive load monitoring (NILM) allows users to [...] Read more.
The availability of smart meters and IoT technology has opened new opportunities, ranging from monitoring electrical energy to extracting various types of information related to household occupancy, and with the frequency of usage of different appliances. Non-intrusive load monitoring (NILM) allows users to disaggregate the usage of each device in the house using the total aggregated power signals collected from a smart meter that is typically installed in the household. It enables the monitoring of domestic appliance use without the need to install individual sensors for each device, thus minimizing electrical system complexities and associated costs. This paper proposes an NILM framework based on low frequency power data using a convex hull data selection approach and hybrid deep learning architecture. It employs a sliding window of aggregated active and reactive powers sampled at 1 Hz. A randomized approximation convex hull data selection approach performs the selection of the most informative vertices of the real convex hull. The hybrid deep learning architecture is composed of two models: a classification model based on a convolutional neural network trained with a regression model based on a bidirectional long-term memory neural network. The results obtained on the test dataset demonstrate the effectiveness of the proposed approach, achieving F1 values ranging from 0.95 to 0.99 for the four devices considered and estimation accuracy values between 0.88 and 0.98. These results compare favorably with the performance of existing approaches. Full article
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16 pages, 2494 KB  
Article
Ruminal and Fecal Bacteriome of Dairy Calves Fed Different Levels and Sources of NDF
by Gercino Ferreira Virgínio Júnior, Ana Paula da Silva, Ariany Faria de Toledo, Milaine Poczynek, Amanda Moelemberg Cezar, Horácio Montenegro, Luiz Lehmann Coutinho and Carla Maris Machado Bittar
Animals 2021, 11(9), 2705; https://doi.org/10.3390/ani11092705 - 16 Sep 2021
Cited by 7 | Viewed by 3600
Abstract
A starter concentrate containing different levels and sources of NDF can modify the gastrointestinal bacteriome. This study evaluated 18 Holstein calves housed in un-bedded suspended individual cages, fed one of three treatments: 22NDF: a conventional starter containing 22% NDF (n = 7); 31NDF: [...] Read more.
A starter concentrate containing different levels and sources of NDF can modify the gastrointestinal bacteriome. This study evaluated 18 Holstein calves housed in un-bedded suspended individual cages, fed one of three treatments: 22NDF: a conventional starter containing 22% NDF (n = 7); 31NDF: a starter with 31% NDF, replacing part of the corn by soybean hull (n = 6); and 22Hay: diet 22NDF plus coast-cross hay ad libitum (n = 5). All animals received 4 L of milk replacer daily, weaned at 8th week of age, and housed in wood shelters until week 10. To evaluate the bacteriome, the bacterial community of ruminal fluid and fecal samples was determined by sequencing V3 and V4 region amplicons of the 16S rRNA gene. Bacterial diversity in rumen was not affected by diet or age. The phyla Firmicutes and Bacteroidota, and Prevotella’ genus were the most abundant in ruminal fluid and fecal samples. In feces, the α-diversity indices were higher for 22Hay. All indices were significantly affected by age. We believe that the ruminal bacteriome was affected by basal diet components, but not affected by NDF levels or sources. The supply of hay was effective in modifying the fecal bacteriome of dairy calves due to hind gut fermentation. Full article
(This article belongs to the Section Animal Nutrition)
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