Deep Reinforcement Learning With Dueling DQN for Partial Computation Offloading and Resource Allocation in Mobile Edge Computing by Ehzaz Mustafa, Junaid Shuja, Faisal Rehman, Abdallah Namoun, Mazhar Ali, Abdullah Alourani

“…Finally, we propose an innovative adaptive cost-weighting mechanism within the reward function to dynamically balance competing objectives, including energy consumption, latency, and bandwidth utilization. …”
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Construction of a Multi-Omics database for Paeonia lactiflora: A resource for comprehensive data integration and analysis by Zongran Lu, Ling Huang, Somnuk Bunsupa, Hamizah Shahirah Hamezah, Xiaohui Tong, Chuanshan Jin, Jinmei Ou, Rongchun Han

“…It serves as a valuable resource for advancing studies on the cultivation, breeding, and molecular pharmacognosy of P. lactiflora and supports the development of its medicinal applications.…”
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Simulation Analysis of Water Resource Scheduling in Nansu River Based on Coupled Water Quality-Quantity Model by HOU Xiang-dong, ZHAO Xiang-ling

“…[Objectives] With the socioeconomic development, conflicts among the population, water resources, and the environment have become increasingly prominent. …”
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Joint Design of Antenna Selection and Resource Allocation in Massive MIMO-Based Ultra Dense Heterogeneous Networks by Malini Balachandran, Noor Mohammed Vali Mohamad

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Navigating novel resources: A field test of the effects of small mammal personality on dispersal of Quercus seeds by Ivy Yen, Alessio Mortelliti

“…Personality may be critical to consider in the context of novel seeds as inexperienced individuals may default to specific behavioral tendencies and foraging strategies when deciding if and how to utilize resources. In a large‐scale field experiment in central Maine (USA), we examined seed selection behavior in two species of small mammals (Peromyscus maniculatus and Myodes gapperi) for eight species of Quercus acorns—two of which are native to Maine and six of which are novel to our populations but expected to migrate northward. …”
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Seasonal resource selection of a grassland bird in a dynamic landscape: Importance of a heterogeneous landscape by Sprih Harsh, Robert C. Lonsinger, Hilary R. Kauth, Andrew J. Gregory

“…We quantified landscape features within radii of 250, 500, and 1000 m (i.e., local to broader spatial scales) from the home‐range center. We also used resource selection functions to predict the home‐range placement (second order) and resource selection within home ranges (third order) of pheasants during winter, pre‐nesting, and nesting seasons. …”
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Methodological characterization of X-ray absorption Spectroscopy in small molecule conversion processes utilizing energy catalytic nanomaterials by Rui Ren, Sitan Li, Yulan Gu, Guifen Li, Dongdong Xue, Nuo Liu, Yali Zhang, Li An, Jiangwei Zhang

“…Prioritizing the advancement and sustainability of renewable energy sources is imperative to bolster global efforts promoting the displacement of fossil fuels and attaining carbon neutrality. …”
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Natural rubber composites incorporating alkali lignin: Property characterization and functional evaluation by Skulrat Pichaiyut, Bunyarit Panyapinyopol, Parinvadee Chukaew, Yuwanda Thongpanich, Fuangfa Utrarachkij, Sanchai Kuboon, Wasawat Kraithong, Pongtanawat Khemthong, Kriangsak Riewklang, Kamonwat Nakason, Wanwitoo Wanmolee

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Bio-inspired catalyst-driven efficient CO2 capture and subsequent mineralization in aqueous media under practical conditions by B. Rajeshwaree, Anwesha Banerjee, Abhishek Saini, Piyali Majumder, Vikram Vishal, Arnab Dutta

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Potential plant proteins for functional food ingredients: Composition, utilization and its challenges by Paul Ndubuisi Anyiam, Suphat Phongthai, Lutz Grossmann, Young Hoon Jung, Samart Sai-Ut, Ekasit Onsaard, Saroat Rawdkuen

“…This review underscores the potential of plant protein sources for their novelty as functional food ingredients due to protein quality. …”
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Exploration of crop germplasm resources knowledge mining in Chinese ancient books: a route toward sustainable agriculture by Wenjuan Zhao, Suoling Zhu, Yuan Cao

“…It is found that the descriptive texts on rice in Chinese ancient local chronicles not only contain the knowledge about the morphological characteristics of rice germplasm resources gained by field observation, but also involve the experience about the inherent attributes summarized by hands-on practice, such as the function, quality, phenology, customs, etc. …”
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Fe(II)-loaded goat manure biochar efficiently activated peroxymonosulfate for tetracycline degradation in groundwater by Lianjie Fan, Lianjie Fan, Lianjie Fan, Qinglin Xie, Yanhong Li, Shengzhang Zou, Shengzhang Zou, Haiping Lu, Haiping Lu, Su Ling Li, Su Ling Li, Xiaoxiao Li

“…It is of practical significance that such wastes can be converted into functional materials to promote the resource utilization of waste and reduce the risk of antibiotic contamination. …”
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Reinforcement Learning-Based Resource Allocation Scheme of NR-V2X Sidelink for Joint Communication and Sensing by Zihan Li, Ping Wang, Yamin Shen, Song Li

“…Joint communication and sensing (JCS) is becoming an important trend in 6G, owing to its efficient utilization of spectrums and hardware resources. Utilizing echoes of the same signal can achieve the object location sensing function, in addition to the V2X communication function. …”
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The functional mechanisms of phosphite and its applications in crop plants by Zhenyi Li, Xiangjiu Kong, Zhiqiang Zhang, Fang Tang, Mingjiu Wang, Mingjiu Wang, Yan Zhao, Fengling Shi

“…In this review, we provide a comprehensive analysis of the functional mechanisms of Phi and its current applications in agriculture, with the aim of offering deeper insights into its potential benefits and practical utility.…”
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Resource-Efficient Acoustic Full-Waveform Inversion via Dual-Branch Physics-Informed RNN with Scale Decomposition by Cai Lu, Jijun Liu, Liyuan Qu, Jianbo Gao, Hanpeng Cai, Jiandong Liang

“…However, these approaches demand considerable storage to capture spatiotemporal seismic wave propagation fields and their gradient information, often exceeding the memory capabilities of current GPU resources during field data processing. This study proposes a full-waveform inversion method utilizing a dual-branch PIRNN architecture to effectively minimize GPU resource consumption. …”
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Dynamic pricing‐based integration for non‐cooperative ubiquitous sensing and communication network by Chao Ren, Weiheng Dai, Chao Gong, Haojin Li, Chen Sun, Yang Lu

“…The ubiquitous sensing and communication network (USCN) can leverage these existing communication infrastructures to maximize resource utilization and reduce the costs of redeployment through integration with modern 6G and beyond 6G networks. …”
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Sustainable Material Cutting Optimization Using Deep Q-Networks: A Reinforcement Learning Approach for Resource Efficiency by Chen Linxuan

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Optimal Bidding Capacity of Virtual Power Plant Incorporating Power-to-X Resources on Day-Ahead Energy Market by Kyeong-Hee Cho, Hyung-Chul Jo, Wanbin Son, Soon-Young Kwon, Gilsung Byeon

“…This study modeled the diverse characteristics of P2X resources and established objective functions and constraints. …”
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Long-term yak-grazing alters the plant fine-root resource acquisition strategies in Tibetan alpine meadow by Haiyang Gong, Tserang Donko Mipam, Josep Peñuelas, Jordi Sardans, Youcun Suo, Nan Jia, Heng Huang, Wei Wang, Qingping Zhou, Zhiqiang Wang

“…Understanding how fine-root resource acquisition strategies respond to yak grazing is critical for comprehending the structure and functioning of alpine meadow ecosystems. …”
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Characterizing the content and quality of internet resources on exercise training in Ehlers-Danlos Syndromes and generalized hypermobility spectrum disorder. by Jillian Dhawan, Sahar Sohrabipour, Ali Salman Al-Timimi, Brenawen Elangeswaran, Omer Choudhary, Noor Al Kaabi, Megha Ibrahim Masthan, Daniel Santa Mina, Laura McGillis, Wing Ting Truong, Encarna Camacho Perez, Jane Schubart, Mark Lavallee, Timothy Sheehan, Neyha Cherin, Nimish Mittal, Hance Clarke, Rebecca Bascom, Dmitry Rozenberg

“…<h4>Background</h4>Individuals with Ehlers-Danlos Syndromes (EDS) and Generalized Hypermobility Spectrum Disorder (G-HSD) experience musculoskeletal joint instability, cardiopulmonary manifestations, and functional limitations with online exercise resources commonly utilized. …”
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