- Advanced Memory and Neural Computing
- Concrete Properties and Behavior
- Concrete Corrosion and Durability
- Concrete and Cement Materials Research
- Ferroelectric and Negative Capacitance Devices
- Recycled Aggregate Concrete Performance
- Smart Materials for Construction
- Machine Learning and ELM
- Infrastructure Maintenance and Monitoring
- Innovative concrete reinforcement materials
- Construction Engineering and Safety
- Agricultural and Food Sciences
- Civil and Structural Engineering Research
- Geotechnical Engineering and Analysis
- Stochastic Gradient Optimization Techniques
- Thermochemical Biomass Conversion Processes
- Geotechnical Engineering and Underground Structures
- Effects of Environmental Stressors on Livestock
- Dental materials and restorations
- Textile materials and evaluations
- CCD and CMOS Imaging Sensors
- Neuroscience and Neural Engineering
- BIM and Construction Integration
University of Florida
2018-2022
Florida Department of Transportation
2021
ORCID
2021
Hewlett Packard Enterprise (United States)
2018
Universidade do Estado de Santa Catarina
2017
ReRAM-based accelerators have shown great potential for accelerating DNN inference because ReRAM crossbars can perform analog matrix-vector multiplication operations with low latency and energy consumption. However, these require the use of ADCs which constitute a significant fraction cost MVM operations. The overhead be mitigated via partial sum quantization. prior quantization flows do not consider is highly relevant to traditional digital architectures. To address this issue, we propose...
The increasing deployment of machine learning at the core and edge for applications such as video image recognition has resulted in a number special purpose accelerators this domain. However, these do not have full end-to-end software stacks application development, resulting hard-to-develop, proprietary, suboptimal programming executables. In paper, we describe stack memristor-based hybrid (analog-digital)accelerator. consists an ONNX converter, optimizer, compiler, driver, emulators....
Abstract Designing concrete based on aggregate packing and optimized gradations can result in 25 % less cement content to reach a targeted compressive strength water-reducing admixture obtain required consistency. In this research, two studies were conducted: (1) an experimental analysis determine the effects of consistency; (2) investigation relationship between traditional dry-rodded vibrated packing. Excellent correlation was found 240 results, which be applied modified mixture design...
This study aims to provide engineers with a set of equations evaluate temperature models for massive footings avoid the use high-heat mixtures that can induce excessive expansion. The temperatures concrete block and 41 were measured in laboratory construction sites. peak core (TPC), differential (TD), form removal time (tFR) are proposed thermal resistance 0.029 W/m·K 12.7-mm-thick expanded polystyrene (EPS) extruded (XPS) boards or equivalent. Semiadiabatic rise (TR) curves from 1.1-m...
Based on the full-bodied scientiic consensus that climate warming is occurring Earth, signiicant environmental and economic beneits may be obtained from cement content reduction in concrete, naming CO2 emissions, energy consumption, construction costs.In contrast, standard limestone aggregate experience an increase mining rate.The objective of this study was to propose concrete framed by optimization as a viable alternative reduce efects industry.The concludes higher volume construction,...
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O objetivo desta pesquisa foi avaliar o potencial técnico de duas resinas sem formaldeído para a produção compensados laminados ambiente interno e externo não abrigado. Para tanto, as foram comparadas com tradicionalmente utilizadas pelo setor. plano experimental composto por 05 tratamentos, sendo: resina fenol (T1) (T2), melamina uréia (T3) (T4), (T5). Foram produzidos painéis 07 lâminas 2,7 mm, composição do adesivo parâmetros processo conforme recomendado pelos fabricantes das resinas. Os...
cinzas; (ii) o painel com tratamento DTO foi mais estável dimensionalmente para a absorção e inchamento em 2 horas, após 24 horas Ciflutrina; (iii) as propriedades mecânicas, apresentou melhores resultados, sendo similar ao
Hybrid analog-digital neuromorphic accelerators show promise for significant increase in performance per watt of deep learning inference and training as compared with conventional technologies. In this work we present an FPGA demonstrator a programmable hybrid inferencing accelerator, memristor analog dot product engines emulated by digital matrix-vector multiplication units employing SRAM memory in-situ weight storage. The full-chip interfaced to host PCIe interface serves software...
This study investigates the high contents of cementitious materials in Portland cement concrete and assesses required (f’cr) actual (σ) compressive strength specimens. A linear optimization technique identifies binder content to reach f’cr. Standard specifications have overdesign (OD) for decades, but few studies evaluated magnitude OD from field data. The 958 cylinders prepared represented 8200 m3 ready-mixed with 300 450 kg/m3 are analyzed. appears be 7 21% higher than required. 28-day was...
More cement does not necessarily make better concrete or expedite construction schedules. In contrast, with lower cementitious content can reach sufficient strength on time to avoid delays and last longer. Standard specifications require overdesign (OD) for decades, but studies assessing the actual OD magnitudes are rare. This experimental study aimed identify required materials (RCC) meet based 958 compressive tests (σ) representing 8200 m3 of ready-mixed threshold buildings. The in...