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It is crucial to predict its output accurately. However, because of its complex coupling relationships with other equipment, it is still a challenging task. Previous methods mainly focus on the operation of the steam turbine individually while ignoring the coupling relationship with the condenser, which we believe is crucial for the prediction. Therefore, in this paper, to explore the coupling relationship between steam turbine and condenser, we propose a novel approach for steam turbine power prediction based on the encode-decoder framework guided by the condenser vacuum degree (CVD-EDF). In specific, the historical information within condenser operation conditions data is encoded using a long-short term memory network. Moreover, a connection module consisting of an attention mechanism and a convolutional neural network is incorporated to capture the local and global information in the encoder. The steam turbine power is predicted based on all the information. In this way, the coupling relationship between the condenser and the steam turbine is fully explored. Abundant experiments are conducted on real data from the power plant. The experimental results show that our proposed CVD-EDF achieves great improvements over several competitive methods. our method improves by 32.2% and 37.0% in terms of RMSE and MAE by comparing the LSTM at one-minute intervals.<\/jats:p>","DOI":"10.1371\/journal.pone.0275998","type":"journal-article","created":{"date-parts":[[2022,10,27]],"date-time":"2022-10-27T17:31:22Z","timestamp":1666891882000},"page":"e0275998","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":4,"title":["Steam turbine power prediction based on encode-decoder framework guided by the condenser vacuum degree"],"prefix":"10.1371","volume":"17","author":[{"given":"Yanning","family":"Lu","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3395-9766","authenticated-orcid":true,"given":"Yanzheng","family":"Xiang","sequence":"additional","affiliation":[]},{"given":"Bo","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Haiyang","family":"Zhu","sequence":"additional","affiliation":[]},{"given":"Junfeng","family":"Yue","sequence":"additional","affiliation":[]},{"given":"Yawei","family":"Jin","sequence":"additional","affiliation":[]},{"given":"Pengfei","family":"He","sequence":"additional","affiliation":[]},{"given":"Yibo","family":"Zhao","sequence":"additional","affiliation":[]},{"given":"Yingjie","family":"Zhu","sequence":"additional","affiliation":[]},{"given":"Jiasheng","family":"Si","sequence":"additional","affiliation":[]},{"given":"Deyu","family":"Zhou","sequence":"additional","affiliation":[]}],"member":"340","published-online":{"date-parts":[[2022,10,27]]},"reference":[{"key":"pone.0275998.ref001","doi-asserted-by":"crossref","first-page":"121130","DOI":"10.1016\/j.energy.2021.121130","article-title":"Real-time Power Prediction Approach for Turbine Using Deep Learning Techniques","volume":"233","author":"L Sun","year":"2021","journal-title":"Energy"},{"key":"pone.0275998.ref002","first-page":"7","article-title":"A Model for Predicting Vacuum in the Condenser based on Elman Neural Network by Using Particle Swarm Optimization Algorithm","volume":"4","author":"Z Xiaocheng","year":"2010","journal-title":"Thermal Power Generation"},{"key":"pone.0275998.ref003","doi-asserted-by":"crossref","unstructured":"Kumar H, Rahul, Verma S, Bera S. 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Pre-sowing treatments had increased seed germination of various crop species. This experiment was conducted to study an effect of pre-sowing seed treatments on germination and vigor of the Samdeun upland rice seeds. Completely randomized design with 4 replications was used. Ten seed treatments were as follows: soaking in water with oxygen pumping (hydropriming) at 18\u02daC for 24, 48, 72 and 96-h, soaking in 1.0% KNO3 with oxygen pumping (osmopriming) at 18\u02daC for 24, 48, 72 and 96-h, soaking in water for 24-h at room temperature (traditional soaking), and a non-presowing treatment as a control treatment. Pre-sowing treatments showed a significant effect on germination percentage and all the tests for vigor. Hydropriming for 24, 48, 72-h and osmopriming for 24-h were better pre-sowing treatments for the Samdeun upland rice seeds with germination of 83.50, 81.50, 81.00, and 83.00%, respectively. These were highly significant (p\u22640.05) compared to non-treated seeds (71.00%), while the traditional soaking had germination of 76.50%.<\/jats:p>","DOI":"10.55003\/kmaj.2025.06.30.016","type":"journal-article","created":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T04:25:00Z","timestamp":1751430300000},"source":"Crossref","is-referenced-by-count":0,"title":["Effect of Pre-sowing Seed Treatments on Germination and Vigor of the Samdeun Upland Rice Seed"],"prefix":"10.55003","volume":"43","author":[{"name":"Department of Plant Production Technology, School of Agricultural Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok 10520","sequence":"first","affiliation":[]},{"given":"Nattawan","family":"Bussaba","sequence":"first","affiliation":[]},{"given":"Nattikan","family":"Chottichai","sequence":"additional","affiliation":[]},{"name":"Department of Plant Production Technology, School of Agricultural Technology, King Mongkut\u2019s Institute of Technology 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For determining whether to repair the stilling basin slabs, periodic inspections of erosion condition of stilling basin slabs are required. The practical problem is how to get the underwater image without unwatering and how to analyse the abrasion though the images. This paper developed a novel underwater inspection system named UIS\u20101 which consists of a customized underwater robot and special quantitative analysis method for this situation. Firstly, the integrated component was designed for the underwater robot that partially removes the siltation and obtains the image of the concrete surface of stilling basin slabs in the desired position. Secondly, the paper proposed an image algorithm to obtain aggregate exposure ratio for quantitative abrasion analysis. This image algorithm used SLIC superpixel and the SVM machine learning method to detect the coarse aggregate exposure automatically. Then, the aggregate exposure ratio was calculated to analyse the degree of abrasion. 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Identifying a positive vision of research that supports racially just outcomes and differentiating it from efforts that simply study racialized difference are important steps for institutions seeking to better support anti-racist research (which may be described using a range of descriptors including e.g., \u2018abolitionist,\u2019 \u2018emancipatory,\u2019 or \u2018decolonial\u2019). Our research team conducted a mixed-methods study to identify: 1) characteristics and practices common across scholarly research that explicitly aims to advance racial justice, 2) institutional barriers to research that supports racially just outcomes, and 3) best practices to enable and support research practices and projects that advance racial justice. 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Wilczek]. In vitro selection for drought tolerance is an alternative method for early determination of drought tolerant plants. The objective of this study was to perform in vitro selection of mungbean genotypes under water stress induced by polyethylene glycol (PEG) 6000. Seeds of 18 genotypes were germinated in Murashige and Skoog (MS) liquid medium supplemented with different concentrations of PEG 6000 (0, 8, 12 and 16%). Germination percentage, promptness index, root length tolerance index, seed vigor index, seedling length tolerance index, seedling fresh weight tolerance index and seedling dry weight tolerance index were measured. The results showed reduced germination and growth in all genotypes with increasing PEG concentrations. Various genotypes responded differentially at 16% PEG. Interestingly, K-851, EG-MG-13, VI000411 A-G, and CES 44 showed a higher germination percentage, root length, seedling length and seed fresh weight than other genotypes, demonstrating their drought tolerance potential. However, their water stress responses need to be confi rmed under greenhouse and\/or fi eld conditions before they can be used as parents in breeding programs to improve drought tolerance.<\/jats:p>","DOI":"10.12982\/cmjs.2023.035","type":"journal-article","created":{"date-parts":[[2023,5,30]],"date-time":"2023-05-30T10:02:45Z","timestamp":1685440965000},"page":"1-11","source":"Crossref","is-referenced-by-count":0,"title":["In Vitro Selection of Mungbean Genotypes for Drought Tolerance by Polyethylene Glycol Induced Water Defi cit"],"prefix":"10.12982","volume":"50","author":[{"given":"Chadapon","family":"Chaiyapan","sequence":"first","affiliation":[]},{"name":"School of Crop Production Technology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand","sequence":"first","affiliation":[]},{"given":"Apinya","family":"Khairum","sequence":"additional","affiliation":[]},{"given":"Witsarut","family":"Chueakhunthod","sequence":"additional","affiliation":[]},{"given":"Pakhawat","family":"Pookhamsak","sequence":"additional","affiliation":[]},{"given":"Ketwalee","family":"Siwapithakpong","sequence":"additional","affiliation":[]},{"given":"Piyada A.","family":"Tantasawat","sequence":"additional","affiliation":[]},{"name":"School of Crop Production Technology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand","sequence":"additional","affiliation":[]},{"name":"School of Crop Production Technology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand","sequence":"additional","affiliation":[]},{"name":"School of Crop Production Technology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand","sequence":"additional","affiliation":[]},{"name":"School of Crop Production Technology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand","sequence":"additional","affiliation":[]},{"name":"School of Crop Production Technology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand","sequence":"additional","affiliation":[]}],"member":"5146","published-online":{"date-parts":[[2023,5,31]]},"container-title":["Chiang Mai Journal of Science"],"deposited":{"date-parts":[[2023,5,30]],"date-time":"2023-05-30T10:02:46Z","timestamp":1685440966000},"score":5.9986434,"resource":{"primary":{"URL":"https:\/\/epg.science.cmu.ac.th\/ejournal\/journal-detail.php?id=11737"}},"issued":{"date-parts":[[2023,5,31]]},"references-count":0,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2023,5,31]]}},"URL":"https:\/\/doi.org\/10.12982\/cmjs.2023.035","ISSN":["0125-2526","2465-3845"],"issn-type":[{"value":"0125-2526","type":"print"},{"value":"2465-3845","type":"electronic"}],"published":{"date-parts":[[2023,5,31]]}},{"indexed":{"date-parts":[[2025,5,8]],"date-time":"2025-05-08T04:03:53Z","timestamp":1746677033353,"version":"3.40.5"},"reference-count":0,"publisher":"King Mongkut's Institute of Technology Ladkrabang","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["ACAAD"],"abstract":"<jats:p>Stress-relief games today come in various forms but differ from traditional relaxation games. Players can choose based on their preferences; some may enjoy slightly challenging games, while others prefer simpler, more relaxing options. This research focuses on stress-relief games that simulate real-world scenarios and allow players to relieve stress by destroying objects. The game has been designed to alleviate anxiety, anger, and stress by providing a virtual space for players to vent their frustrations. The game environment is designed to mimic stressful real-world settings, such as offices, classrooms, and kitchens, and players are equipped with virtual weapons like baseball bats, frying pans, and hammers. The game utilizes virtual reality technology and haptic feedback to create a realistic sense of destruction. Players can engage in various activities, such as smashing dishes, breaking bottles, and destroying targets within the stress-relief room. While current relaxation games emphasize enjoyment and reducing stress from prolonged focus, they do not address the four levels of stress defined by the Department of Mental Health: Level 1 (low), Level 2 (moderate), Level 3 (high), and Level 4 (severe). Stress from factors such as frequent criticism often falls into these higher categories and cannot be effectively addressed by general relaxation games. In terms of game development, the design of the room and its objects is highly realistic, setting it apart from existing games. The primary objectives are to: 1. design and develop a stress-relieving game using virtual reality technology; and 2. evaluate its effectiveness and user satisfaction. In terms of game development, the room design and objects in the room are highly realistic, making it different from existing games.The game has undergone usability testing by four experts and a satisfaction assessment by 30 participants. All participants completed a pre- and post-game stress assessment. The results showed that the game's effectiveness rating was 4.48 (SD = 0.49), indicating a high level of effectiveness. Overall user satisfaction was rated at 4.61 (SD = 0.53), indicating very high satisfaction. Based on these findings, the virtual reality stress-relief game shows great promise as a potential replacement for physical stress-relief rooms.<\/jats:p>","DOI":"10.55003\/acaad.2025.273861","type":"journal-article","created":{"date-parts":[[2025,5,7]],"date-time":"2025-05-07T03:40:56Z","timestamp":1746589256000},"page":"1-22","source":"Crossref","is-referenced-by-count":0,"title":["Designing and developing stress relief games using virtual reality technology"],"prefix":"10.55003","volume":"38","author":[{"name":"Multimedia Technology major Faculty of Science and Technology, Rajamangala University of Technology Suvarnabhumi","sequence":"first","affiliation":[]},{"given":"Waraphon","family":"Manthung","sequence":"first","affiliation":[]},{"given":"Thanawat","family":"Tawonkun","sequence":"additional","affiliation":[]},{"name":"Department of Computer Science Faculty of Science and Technology, Rajamangala University of Technology Suvarnabhumi","sequence":"additional","affiliation":[]},{"given":"Setthapong","family":"Phanompong","sequence":"additional","affiliation":[]},{"name":"Multimedia Technology major Faculty of Science and Technology, Rajamangala University of Technology Suvarnabhumi","sequence":"additional","affiliation":[]},{"given":"Janejira","family":"Naluemit","sequence":"additional","affiliation":[]},{"name":"Multimedia Technology major Faculty of Science and Technology, Rajamangala University of Technology Suvarnabhumi","sequence":"additional","affiliation":[]}],"member":"32744","published-online":{"date-parts":[[2025,5,6]]},"container-title":["Asian Creative Architecture, Art and Design"],"deposited":{"date-parts":[[2025,5,7]],"date-time":"2025-05-07T03:40:56Z","timestamp":1746589256000},"score":5.997221,"resource":{"primary":{"URL":"https:\/\/so04.tci-thaijo.org\/index.php\/archkmitl\/article\/view\/273861"}},"issued":{"date-parts":[[2025,5,6]]},"references-count":0,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,5,6]]}},"URL":"https:\/\/doi.org\/10.55003\/acaad.2025.273861","ISSN":["3027-8201"],"issn-type":[{"value":"3027-8201","type":"electronic"}],"published":{"date-parts":[[2025,5,6]]}},{"indexed":{"date-parts":[[2024,8,7]],"date-time":"2024-08-07T17:12:16Z","timestamp":1723050736034},"reference-count":0,"publisher":"Blue Eyes Intelligence Engineering and Sciences Engineering and Sciences Publication - BEIESP","issue":"5","content-domain":{"domain":["www.ijeat.org"],"crossmark-restriction":true},"short-container-title":["IJEAT"],"abstract":"<jats:p>Nearly every organization needs solution to handle sensitive data. Though there are different systems to store and transmit electronic records, users often deal with missing or tampered information when they distribute it in a public network. When the data is distributed, the traceability and governance of it throughout the globe is impractical. The evolving world of Data Security demands healthcare industry to have an infrastructure in place to deal with patient records. Regardless of the nature of present and future security risks, Blockchain Technology will play a vital role to maintain the originality of the digital data. Blockchain stores data in a decentralized, distributed ledger for achieving immutability and transparency. The system analyses a case study which aims at maintaining Healthcare records in Blockchain ledger to facilitate secure storage of the patient\u2019s details. For efficient prediction of diabetes the Blockchain and machine learning algorithms are integrated. The various other applications of combining Blockchain technology with machine learning algorithms are Smart city applications, Forensic information storage systems, Energy data management systems, banking and finance management systems.<\/jats:p>","DOI":"10.35940\/ijeat.e9944.069520","type":"journal-article","created":{"date-parts":[[2020,7,10]],"date-time":"2020-07-10T05:54:34Z","timestamp":1594360474000},"page":"1149-1154","update-policy":"http:\/\/dx.doi.org\/10.35940\/beiesp.crossmarkpolicy","source":"Crossref","is-referenced-by-count":1,"title":["A Robust Blockchain Framework for Healthcare Information System"],"prefix":"10.35940","volume":"9","author":[{"name":"Information Technology, PSG College of Technology, Coimbatore, India.","sequence":"first","affiliation":[]},{"given":"D.","family":"Dharani","sequence":"first","affiliation":[]},{"given":"K. 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Online therapy offers the advantages of convenience and increased access to services. Service delivery may be problematic due to ethical concerns and legal liability. Limited research supports the efficacy of online therapy for a variety of health and social concerns. 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