CMDMamba: dual-layer Mamba architecture with dual convolutional feed-forward networks for efficient financial time series forecasting by Zhenkai Qin, Zhenkai Qin, Zhenkai Qin, Baozhong Wei, Baozhong Wei, Yujia Zhai, Ziqian Lin, Xiaochuan Yu, Xiaochuan Yu, Jingxuan Jiang

“…However, they suffer from inefficiencies in computational efficiency, high operational costs, and limitations in capturing temporal dependencies.MethodsTo address these challenges, we propose the CMDMamba model, which is based on the Mamba architecture of state-space models (SSMs) and achieves near-linear time complexity. …”
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Unsupervised selective labeling for semi-supervised industrial defect detection by Jian Ge, Qin Qin, Shaojing Song, Jinhua Jiang, Zhiwei Shen

“…In industrial detection scenarios, achieving high accuracy typically relies on extensive labeled datasets, which are costly and time-consuming. This has motivated a shift towards semi-supervised learning (SSL), which leverages labeled and unlabeled data to improve learning efficiency and reduce annotation costs. …”
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A Novel Multilevel Inverter Topology Generating a 19-Level Output Regulated by the PD-PWM Method by Sofia Lemssaddak, Abdelhafid Ait Elmahjoub, Mohamed Tabaa, Adnane El-Alami, Mourad Zegrari

“…This strategy offers several advantages, including simpler control, lower costs, increased reliability, and higher-quality output. …”
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PV System Design in Different Climates: A BIM-Based Methodology by Annamaria Ciccozzi, Tullio de Rubeis, Yun Ii Go, Dario Ambrosini

“…The developed methodology allows for an in-depth analysis of the shading, the photovoltaic potential of the building, the performance of the photovoltaic system, and the costs for its construction in order to evaluate the appropriateness of the investment. …”
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DEVELOPMENT OF SOLAR POWER PLANT AS SUPPORTING FACILITY FOR FISH FARMING IN KARANG PLOSO, PASURUAN by Rizki Putra Prastio, Prisma Megantoro, Agus Mukhlisin, Sulthon Yusuf Abdillah, Kemal Iskandar Muda, Achmad Baihaqi Nurarsyah, Haikal Farabi, Feby Ananta Sari, Waldi Abdillah, Alyssa Rania Khadijah

“…This procedure increases electricity consumption from the public grid or Perusahaan Listrik Negara (PLN) and raises operational costs by up to 80%, especially during the dry season. …”
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A study on collaborative governance of excessive medical care based on three-way evolutionary game and simulation by Hanxiang Gong, Hanxiang Gong, Tao Zhang, Xi Wang, Baoling Wu, Shufang Zhao

“…The model analyzes the strategic stability of each participant and examines the impact of various factors, such as fiscal subsidies, government fines, rectification costs, regulatory costs, reasonable treatment income, and overtreatment income, on the strategic choices of the game participants. …”
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Disparities of healthcare utilization in sexually transmitted diseases management: focusing on racial/regional variances with U.S. national inpatient sample in 2016–2019 by Jeong-Hui Park, Ji Eun Kim, Seohyun Woo, Sun Jung Kim, Sun Jung Kim

“…Policy efforts should focus on reducing ER dependency through targeted outreach, improving access to preventive care, and addressing disparities based on ethnicity and insurance status to reduce healthcare costs for vulnerable populations.…”
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Preoperative Biliary Drainage in Cases of Borderline Resectable Pancreatic Cancer Treated with Neoadjuvant Chemotherapy and Surgery by Tomofumi Tsuboi, Tamito Sasaki, Masahiro Serikawa, Yasutaka Ishii, Teruo Mouri, Akinori Shimizu, Keisuke Kurihara, Yumiko Tatsukawa, Eisuke Miyaki, Ryota Kawamura, Ken Tsushima, Yoshiaki Murakami, Kenichiro Uemura, Kazuaki Chayama

“…We retrospectively analyzed delayed NAC and complication rates due to biliary drainage, effect of stent type on perioperative factors, and hospitalization costs from diagnosis to surgery. Results. There were 11 cases of preoperative biliary drainage with plastic stents and nine metallic stents. …”
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Design of Secure Decentralized Car-Sharing System Using Blockchain by Myeonghyun Kim, Joonyoung Lee, Kisung Park, Yohan Park, Kil Houm Park, Youngho Park

“…The proposed car-sharing system can be secured against various attacks and provide mutual authentication using informal analysis, automated validation of internet security protocols and applications (AVISPA) simulation, and BAN logic analysis. The computation costs and communication costs of the proposed scheme were also analyzed.…”
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ATT-CR: Adaptive Triangular Transformer for Cloud Removal by Yang Wu, Ye Deng, Pengna Li, Wenli Huang, Kangyi Wu, Xiaomeng Xin, Jinjun Wang

“…To address these challenges, we propose the adaptive triangular transformer for cloud removal (ATT-CR), a model that effectively reduces computational costs and mitigates interference from cloudy pixels. …”
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Prediction of the main degradation mechanisms in a hot forging steel die: Optical scanning, simulation, microstructural evolution, and neural network modeling by Aliakbar Emamverdian, Catalin Pruncu, Hongsheng Liu, Atabak Rahimzadeh, Luciano Lamberti

“…Since unexpected tool failures can increase final manufacturing costs from 15 to 30 %, using the current ANN prediction models developed here may help reduce costs by up to 15 %. …”
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Smart Technologies for Socioeconomic Sustainability in Urban Housing: A Southeast Asian Perspective by Nor Suzylah Sohaimi, Muhammad Hafiz Abd Razak, Mohd Syahril Said, Filzani Illia Ibrahim, Tülay Zıvalı

“…However, adoption is uneven owing to high capital costs, limited policy incentives, and skills gaps. …”
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Deep learning enhanced road traffic analysis: Scalable vehicle detection and velocity estimation using PlanetScope imagery by Maciej Adamiak, Yulia Grinblat, Julian Psotta, Nir Fulman, Himshikhar Mazumdar, Shiyu Tang, Alexander Zipf

“…Conventional methods such as stationary sensors and mobile systems like UAVs are limited in coverage and constrained by high costs and legal restrictions. Satellite-based approaches provide broad spatial coverage, but face challenges, including high costs, low frame rates, and difficulty detecting small vehicles in medium-resolution imagery. …”
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The pricing of green bonds and the determinants of the green bond premium in the Asia-Pacific and European markets by Parath Wongaree, Chiraphol N. Chiyachantana, David K. Ding, Pattarawan Prasarnphanich, Wasin Siwasarit

“…These factors are linked to lower credit risk, enhanced issuer reputations, and the mitigation of foreign exchange risk, all of which play a significant role in reducing overall financing costs.…”
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Plasma-Activated Water as a Sustainable Nitrogen Source: Supporting the UN Sustainable Development Goals (SDGs) in Controlled Environment Agriculture by Pamela Estefania Andrade, Patrice Jacob Savi, Flavia Souza Almeida, Bruno Augusto Carciofi, Abby Pace, Yugeng Zou, Nathan Eylands, George Annor, Neil Mattson, Christian Nansen

“…We also assess PAW’s techno-economic viability, including energy requirements, production costs, and potential scalability through renewable energy. …”
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Hydrothermal carbonization of digested sludge from wastewater treatment plants: Processes, potential and key challenges by Nina Kossińska, Renata Krzyżyńska, Heba Ghazal, Hussam Jouhara, Marzena Kwapińska, Witold Kwapiński

“…Despite the compatibility of hydrothermal carbonization with Green Deal policies, challenges related to energy efficiency, legislative compliance, public acceptance, and high investment costs for integrated thermal technologies still need to be addressed. …”
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Tracking Poultry Drinking Behavior and Floor Eggs in Cage-Free Houses with Innovative Depth Anything Model by Xiao Yang, Guoyu Lu, Jinchang Zhang, Bidur Paneru, Anjan Dhungana, Samin Dahal, Ramesh Bahadur Bist, Lilong Chai

“…These findings highlight DAM’s potential as a valuable tool in poultry science, reducing costs while improving the precision of behavioral analysis and farm management tasks.…”
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Rapid and Simultaneous Prediction of Eight Diesel Quality Parameters through ATR-FTIR Analysis by Maurilio Gustavo Nespeca, Rafael Rodrigues Hatanaka, Danilo Luiz Flumignan, José Eduardo de Oliveira

“…Quality assessment of diesel fuel is highly necessary for society, but the costs and time spent are very high while using standard methods. …”
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Induction Therapy With Oral Tacrolimus Provides Long‐Term Benefit in Thiopurine‐Naïve Refractory Ulcerative Colitis Patients Despite Low Serum Albumin Levels by Shoko Igawa, Toshihiro Inokuchi, Sakiko Hiraoka, Junki Toyosawa, Yuki Aoyama, Yasushi Yamasaki, Hideaki Kinugasa, Masahiro Takahara, Hiroyuki Okada, Motoyuki Otsuka

“…Methods We evaluated the clinical outcomes, adverse events, and accumulated medication costs in consecutive 72 UC patients treated with tacrolimus. …”
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Potential of conventional and new breeding technologies to manage soybean diseases by Muhammad Ismail Buzdar, Muhammad Jawad Akbar Awan, Ghulam Raza, Rubab Zahra Naqvi, Shahid Mansoor, Imran Amin

“…The use of chemical fungicides at the farm level is a preferred method to control plant pathogens, but their indiscriminate application causes environmental harm and increases production costs, emphasizing the need for eco-friendly disease management. …”
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