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  • Open Access

    ARTICLE

    An Advantage Actor-Critic Approach for Energy-Conscious Scheduling in Flexible Job Shops

    Saurabh Sanjay Singh*, Rahul Joshi, Deepak Gupta

    Journal on Artificial Intelligence, Vol.7, pp. 177-203, 2025, DOI:10.32604/jai.2025.065078 - 30 June 2025

    Abstract This paper addresses the challenge of energy-conscious scheduling in modern manufacturing by formulating and solving the Energy-Conscious Flexible Job Shop Scheduling Problem. In this problem, each job has a fixed sequence of operations to be performed on parallel machines, and each operation can be assigned to any capable machine. The problem statement aims to schedule every job in a way that minimizes the total energy consumption of the job shop. The paper’s primary objective is to develop a reinforcement learning-based scheduling framework using the Advantage Actor-Critic algorithm to generate energy-efficient schedules that are computationally fast… More >

  • Open Access

    REVIEW

    Collision-Free Satellite Constellations: A Comprehensive Review on Autonomous and Collaborative Algorithms

    Ghulam E Mustafa Abro1,*, Altaf Mugheri2,#, Zain Anwar Ali3,#

    Revue Internationale de Géomatique, Vol.34, pp. 301-331, 2025, DOI:10.32604/rig.2025.065595 - 05 June 2025

    Abstract Swarm intelligence, derived from the collective behaviour of biological entities, is a novel methodology for overseeing satellite constellations within decentralized control systems. Conventional centralized control systems in satellite constellations encounter constraints in scalability, resilience, and fault tolerance, particularly in extensive constellations. This research examines the use of swarm-based multi-agent systems and distributed algorithms for efficient communication, collision avoidance, and collaborative task execution in satellite constellations. We provide a comprehensive study of current swarm control algorithms, their relevance to satellite systems, and identify areas requiring further research. Principal subjects encompass decentralized decision-making, self-organization, adaptive communication protocols, More >

  • Open Access

    ARTICLE

    An Adaptive Virtual Impedance Control for Voltage and Frequency Regulation of Islanded Distribution Networks Based on Multi-Agent Consensus

    Jiran Zhu1, Silin He1, Chun Chen2,*, Li Zhou2, Hongqing Li1, Di Zhang1, Fenglin Hua1, Tianhao Zhu2

    Energy Engineering, Vol.122, No.6, pp. 2465-2483, 2025, DOI:10.32604/ee.2025.065453 - 29 May 2025

    Abstract In the islanded operation of distribution networks, due to the mismatch of line impedance at the inverter output, conventional droop control leads to inaccurate power sharing according to capacity, resulting in voltage and frequency fluctuations under minor external disturbances. To address this issue, this paper introduces an enhanced scheme for power sharing and voltage-frequency control. First, to solve the power distribution problem, we propose an adaptive virtual impedance control based on multi-agent consensus, which allows for precise active and reactive power allocation without requiring feeder impedance knowledge. Moreover, a novel consensus-based voltage and frequency control More >

  • Open Access

    REVIEW

    Recent Advancement in Formation Control of Multi-Agent Systems: A Review

    Aamir Farooq1, Zhengrong Xiang1,*, Wen-Jer Chang2,*, Muhammad Shamrooz Aslam3

    CMC-Computers, Materials & Continua, Vol.83, No.3, pp. 3623-3674, 2025, DOI:10.32604/cmc.2025.063665 - 19 May 2025

    Abstract Formation control in multi-agent systems has become a critical area of interest due to its wide-ranging applications in robotics, autonomous transportation, and surveillance. While various studies have explored distributed cooperative control, this review focuses on the theoretical foundations and recent developments in formation control strategies. The paper categorizes and analyzes key formation types, including formation maintenance, group or cluster formation, bipartite formations, event-triggered formations, finite-time convergence, and constrained formations. A significant portion of the review addresses formation control under constrained dynamics, presenting both model-based and model-free approaches that consider practical limitations such as actuator bounds,… More >

  • Open Access

    ARTICLE

    Sufficient and Necessary Conditions for Leader-Following Consensus of Second-Order Multi-Agent Systems via Intermittent Sampled Control

    Ziyang Wang, Yuanzhen Feng*, Zhengxin Wang, Cong Zheng

    CMC-Computers, Materials & Continua, Vol.83, No.3, pp. 4835-4853, 2025, DOI:10.32604/cmc.2025.063179 - 19 May 2025

    Abstract Continuous control protocols are extensively utilized in traditional MASs, in which information needs to be transmitted among agents consecutively, therefore resulting in excessive consumption of limited resources. To decrease the control cost, based on ISC, several LFC problems are investigated for second-order MASs without and with time delay, respectively. Firstly, an intermittent sampled controller is designed, and a sufficient and necessary condition is derived, under which state errors between the leader and all the followers approach zero asymptotically. Considering that time delay is inevitable, a new protocol is proposed to deal with the time-delay situation.… More >

  • Open Access

    REVIEW

    Essential Oils Usage on Vitis vinifera L., from the Vineyard to Post-Harvest: Advantages, Limitations, and Future Perspectives

    Pamela Lippi1, Aleš Eichmeier2, Sergio Puccioni3, Giovan Battista Mattii1, Eleonora Cataldo1,*

    Phyton-International Journal of Experimental Botany, Vol.94, No.4, pp. 1047-1072, 2025, DOI:10.32604/phyton.2025.064272 - 30 April 2025

    Abstract The search for environmentally friendly approaches in viticulture is increasing, driven by the need to minimize the ecological footprint of conventional methods while ensuring high grape quality and stable yields. Among the various alternatives explored, essential oils (EOs) have drawn attention due to their natural origin and bioactive properties, including antimicrobial, antifungal, and insect-repellent effects. They are characterized by numerous utilisations, from managing diseases and pests in vineyards to post-harvest applications to preserve and prolong storage duration. This innovative review examines, for the first time, the topic of EOs on viticulture, embracing their multiple uses… More >

  • Open Access

    ARTICLE

    Antibacterial, Antioxidant, and Anti-Inflammatory Activities of Artemisia dracunculus Essential Oil: Estragole as the Major Bioactive Compound

    Ammar Attar*

    Phyton-International Journal of Experimental Botany, Vol.94, No.4, pp. 1225-1237, 2025, DOI:10.32604/phyton.2025.063207 - 30 April 2025

    Abstract Artemisia dracunculus L., or tarragon, is a perennial herb from the Asteraceae family that is extensively cultivated for its aromatic leaves, which are valued for its preventative and therapeutic properties in both cookery and traditional medicine. This study aims to investigate the antibacterial, antioxidant, and anti-inflammatory properties of A. dracunculus (tarragon) essential oil (ADEO), with estragole (57.23%) identified as the major compound through gas chromatography-mass spectrometry (GC-MS) analysis. ADEO exhibited varying degrees of antibacterial activity, with Escherichia coli showing higher resistance (inhibition zone (IZ) = 14.7 ± 0.58 mm, minimum inhibitory concentration (MIC) = 2% and minimum bactericidal… More >

  • Open Access

    ARTICLE

    SLFN11 Deficiency-Induced Gemcitabine Resistance Is Overcome by Agents Targeting the DNA Damage Response in Pancreatic Cancer Cells

    Jae Hyeong Kim1, Yuna Youn1, Jin-Hyeok Hwang1,2,*

    BIOCELL, Vol.49, No.4, pp. 681-700, 2025, DOI:10.32604/biocell.2025.062144 - 30 April 2025

    Abstract Objectives: SLFN11 (Schlafen-11) enhances sensitivity to DNA-damaging agents (DDAs) and DNA damage response (DDR) inhibitors in various cancer types. However, its function in pancreatic cancer (PC) remains largely unknown. This research aims to investigate the expression patterns of SLFN11 and other SLFN family members in PC and their correlation with drug sensitivity. Methods: SLFN11 expression and genetic alterations were analyzed using publicly available datasets (TCGA and GTEx). Functional studies, including cell cycle, apoptosis assays, and proliferation assays, were performed in SLFN11-knockdown and SLFN11-knockout (KO) PC cells. The relationship between SLFN11 expression and drug responsiveness was assessed via the CellMiner… More >

  • Open Access

    ARTICLE

    GC-MS Analysis, Antimicrobial Activity, and Genotoxicity of Pimpinella anisum Essential oil: In Vitro, ADMET and Molecular Docking Investigations

    Ahmed Qasem*

    Phyton-International Journal of Experimental Botany, Vol.94, No.3, pp. 809-824, 2025, DOI:10.32604/phyton.2025.062683 - 31 March 2025

    Abstract Pimpinella anisum, commonly known as anise, is generally used in both folk medicine and the culinary world. In traditional medicine, it is valued for its digestive, respiratory, and antispasmodic properties. This study aims to examine the volatile compounds and antibacterial effect of P. anisum essential oil (PAEO) as well as for the first time its genotoxicity employing both in vitro and computational approaches. Gas chromatography-mass spectrometry (GC-MS) analysis identified anethole as the principal compound, which comprises 92.47% of PAEO. PAEO was tested for its potential antibacterial properties against Bacillus subtilis ATCC 6633, Listeria innocua ATCC 33090, Staphylococcus aureus ATCC 29213, Klebsiella aerogenesMore >

  • Open Access

    ARTICLE

    MARCS: A Mobile Crowdsensing Framework Based on Data Shapley Value Enabled Multi-Agent Deep Reinforcement Learning

    Yiqin Wang1, Yufeng Wang1,*, Jianhua Ma2, Qun Jin3

    CMC-Computers, Materials & Continua, Vol.82, No.3, pp. 4431-4449, 2025, DOI:10.32604/cmc.2025.059880 - 06 March 2025

    Abstract Opportunistic mobile crowdsensing (MCS) non-intrusively exploits human mobility trajectories, and the participants’ smart devices as sensors have become promising paradigms for various urban data acquisition tasks. However, in practice, opportunistic MCS has several challenges from both the perspectives of MCS participants and the data platform. On the one hand, participants face uncertainties in conducting MCS tasks, including their mobility and implicit interactions among participants, and participants’ economic returns given by the MCS data platform are determined by not only their own actions but also other participants’ strategic actions. On the other hand, the platform can… More >

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