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Hybrid Deep Feature Extraction and ML for Construction and Demolition Debris Classification

arXiv ·

This paper introduces a hybrid deep learning and machine learning pipeline for classifying construction and demolition waste. A dataset of 1,800 images from UAE construction sites was created, and deep features were extracted using a pre-trained Xception network. The combination of Xception features with machine learning classifiers achieved up to 99.5% accuracy, demonstrating state-of-the-art performance for debris identification.

Topping out a superstructure

KAUST ·

A joint delegation of KAUST and Dow officials participated in a "topping out" ceremony at the Middle East Innovation Center on the KAUST campus. The ceremony marks a milestone in the construction of the center's superstructure. Why it matters: The Innovation Center signifies continued investment in research and development infrastructure at KAUST.

Hybrid desalination pilot plant being built at KAUST

KAUST ·

A hybrid desalination pilot plant combining adsorption and multi-effect distillation cycles is under construction at KAUST. The integration aims to improve water production yields by up to three times using the same heat resource. The project is funded by a 2013 OCRF grant and builds upon previous research with a solar-powered adsorption pilot plant. Why it matters: This initiative advances sustainable desalination technologies, crucial for water security in arid regions like Saudi Arabia.

KAUST partners with Partanna to develop carbon-neutral concrete

KAUST ·

KAUST and Partanna have launched a 12-month R&D partnership to enhance CO2 removal in concrete manufacturing. The collaboration will integrate Partanna’s formula with KAUST’s Direct Air Capture (DAC) technology. Partanna's patented concrete avoids Portland Cement and uses a binder made from natural and recycled materials, enabling CO2 absorption. Why it matters: This partnership highlights Saudi Arabia's commitment to sustainable construction and carbon-negative technologies, potentially revolutionizing building practices in the region and beyond.

Merchants in innovation

KAUST ·

KAUST hosted the KAUST Research Conference: Advances in Well Construction with Focus on Near-Wellbore Physics and Chemistry from November 7 to 9. The conference was co-chaired by Eric van Oort, a professor at UT Austin, and Tadeusz Patzek, director of the University’s Upstream Petroleum Engineering Research Center. Attendees included professors from the University of Queensland and UT Austin, and directors from GenesisRTS and Labyrinth Consulting Services, Inc. Why it matters: The conference facilitates international collaboration on advancements in petroleum engineering and well construction technologies, which are strategically important for Saudi Arabia.

KAUST and Aramco break ground

KAUST ·

Saudi Aramco and KAUST broke ground on December 16 for a new research center. The center's focus and planned capabilities were not disclosed in the provided text. Why it matters: This signals continued investment in research infrastructure within Saudi Arabia, although details are currently limited.

Saving ghost cities

KAUST ·

In a 2018 KAUST lecture, MIT professor Kamal Youcef-Toumi discussed the case of Ordos Kangbashi, a Chinese city designed for a million residents that became a near-ghost town. Despite government incentives, the city struggled due to an economic downturn and lack of social and economic balance. Youcef-Toumi emphasized the importance of the public realm and a balance between social and economic development for successful cities. Why it matters: The analysis provides insights relevant to urban planning in Saudi Arabia and the broader GCC region, where new cities and megaprojects are being developed.

Power network turns waste into treasure

KAUST ·

KAUST and King Abdulaziz University (KAU) are collaborating to develop low-cost sodium-ion battery technology using fly ash, a waste material from burning fossil fuels. Researchers are purifying fly ash and using thermal treatment to engineer its structure for use as carbon electrodes in batteries. The resulting carbon electrode material is competitive with existing market products and can be used for other applications. Why it matters: This research offers a sustainable approach to energy storage by repurposing waste materials, potentially enabling cheaper and more environmentally friendly grid-scale energy storage for renewable energy sources.