[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-4409":3,"related-4409":90},{"id":4,"title":5,"url":6,"summary":7,"summary_zh":8,"source_name":9,"source_url":6,"published_at":10,"category":11,"cover_url":12,"hotness":13,"is_selected":14,"embedding_ready":15,"score":16,"sources":17,"tags":19,"primary_topic":25,"secondary_topics":31,"search_phrases":32,"slug":35,"view_count":36,"doi":37,"paper":38,"created_at":64,"content":12,"score_detail":65,"classification":73},4409,"Development of an open-source integrated workflow for airflow simulation and virtual reality visualisation in mushroom cultivation facilities","https:\u002F\u002Fdoi.org\u002F10.1016\u002Fj.biosystemseng.2026.104611","Effective ventilation is critical for maintaining a stable, uniform microclimate in large enclosed mushroom fruiting rooms, and computational fluid dynamics (CFD) provides an economical and convenient approach for analysing and optimising airflow distribution. This study proposes an integrated CFD simulation and virtual reality (VR) visualisation workflow based on open-source software, including Blender, OpenFOAM, and ParaView, to enable immersive analysis of airflow characteristics in mushroom fruiting rooms. An operational industrial-scale fruiting room was used to validate the simulation feasibility. Four modified ventilation configurations were designed and simulated to examine the effects of baffle structures and inlet–outlet arrangements under high-density planting conditions. The CFD pre-processing model was refined by incorporating detailed structural features, and airflow contours, streamlines, and vector fields were integrated into a VR-supported indoor visualisation environment. The simulated temperature showed good agreement with measurements, while the velocity field reproduced the measured spatial trends. The results indicate that increasing airflow rate, modifying baffle structures, or altering the jet direction of upper circulation fans can locally enhance airflow velocity or improve uniformity in specific regions of the mushroom canopy; however, none of these measures alone can comprehensively and uniformly improve overall airflow conditions without directly supplying air to the growing area. A Blender plugin was also developed to facilitate airflow visualisation by importing OpenFOAM results via ParaView. This workflow facilitates intuitive inspection of airflow conditions in complex multi-layer cultivation systems and provides a practical and flexible approach for evaluating ventilation strategies in mushroom fruiting rooms.","有效的通风对于维持大型封闭式蘑菇出菇房内稳定、均匀的微气候至关重要，而计算流体力学（CFD）为分析和优化气流分布提供了一种经济便捷的方法。本研究提出了一种基于开源软件（包括Blender、OpenFOAM和ParaView）的CFD模拟与虚拟现实（VR）可视化集成工作流程，以实现对蘑菇出菇房内气流特性的沉浸式分析。采用一个实际运行的工业规模出菇房验证了模拟的可行性。设计了四种改造通风方案并进行了模拟，以考察在高密度种植条件下挡板结构和进出口布置的影响。通过纳入详细结构特征对CFD前处理模型进行了细化，并将气流云图、流线和矢量场集成到VR支持的室内可视化环境中。模拟温度与实测值吻合良好，速度场也再现了实测的空间变化趋势。结果表明，增大通风量、改变挡板结构或调整上部循环风扇的射流方向，可在局部增强气流速度或改善蘑菇冠层特定区域的均匀性；然而，若不直接向种植区域送风，上述任何单一措施均无法全面、均匀地改善整体气流条件。此外，还开发了一个Blender插件，通过ParaView导入OpenFOAM结果以促进气流可视化。该工作流程有助于直观检查复杂多层栽培系统中的气流状况，为评估蘑菇出菇房通风策略提供了一种实用且灵活的方法。","Biosystems Engineering","2026-10-07T00:00:00Z","论文",null,10,false,true,79,[18],{"name":9,"url":6},[20,21,22,23,24],"智慧农业","计算流体力学","虚拟现实","食用菌栽培","开源软件",{"code":26,"slug":27,"name":28,"path":29,"parent_code":30},"B5","mushrooms","食用菌","\u002Ftopic\u002Fhorticulture\u002Fmushrooms","B",[],[33,34],"OpenFOAM 蘑菇房 气流仿真","Blender OpenFOAM 虚拟现实 通风","OpenFOAM蘑菇房气流仿真-4409",2,"10.1016\u002Fj.biosystemseng.2026.104611",{"doi":37,"openalex_id":39,"authors":40,"venue":9,"cited_by_count":56,"oa_url":6,"card":57,"direction":61,"ingested_from":63},"W7220858284",[41,43,45,47,49,51,53],{"name":42,"orcid":12},"Kai Liu",{"name":44,"orcid":12},"Fengyun Wang",{"name":46,"orcid":12},"Lei An",{"name":48,"orcid":12},"Xia Liu",{"name":50,"orcid":12},"Wenxu Zhang",{"name":52,"orcid":12},"万鲁长",{"name":54,"orcid":55},"Jiye Zheng","https:\u002F\u002Forcid.org\u002F0009-0004-4276-8162",0,{"tldr":58,"method":59,"finding":60,"direction":61,"opportunity":62},"开发开源CFD与VR集成工作流，用于蘑菇出菇房气流模拟与沉浸式可视化分析。","用Blender、OpenFOAM、ParaView构建CFD-VR工作流，并实","单独增加风量、改挡板或调风机射流仅局部改善气流，无法整体均匀优化。","智慧农业 \u002F 农业物联网","可结合传感器实时数据与VR\u002FCFD数字孪生，实现菇房通风自适应调控与多目标优化。","openalex","2026-10-08T23:30:05.991445Z",{"impact":66,"substance":67,"depth":68,"authority":69,"freshness":70,"relevant":71,"comment":72},16,22,18,14,9,1,"开源CFD与VR融合的蘑菇房通风优化工作流，方法新颖、验证扎实，对设施农业环境调控有实用参考价值。",{"status":74,"locked":14,"version":75,"method":76,"evidence":77},"classified","2026-10-22.2","rules",{"candidates":78,"agricultural_evidence":15},[79,85],{"code":26,"score":69,"supported":15,"title":80,"abstract":82,"tags":84},[81],"mushroom",[83,81],"蘑菇",[],{"code":86,"score":71,"supported":14,"title":87,"abstract":88,"tags":89},"I1",[],[],[20],{"total":91,"page":71,"page_size":91,"items":92},6,[93,130,171,193,220,242],{"id":94,"title":95,"url":96,"summary":97,"summary_zh":98,"source_name":99,"source_url":96,"published_at":100,"category":11,"cover_url":12,"hotness":13,"is_selected":14,"embedding_ready":15,"score":101,"sources":102,"tags":104,"primary_topic":108,"secondary_topics":109,"search_phrases":110,"slug":113,"view_count":71,"doi":114,"paper":115,"created_at":129},4655,"Twin Grow: A Cloud-Based AIoT Digital Twin System for Intelligent Mushroom Farming","https:\u002F\u002Fdoi.org\u002F10.5281\u002Fzenodo.23276350","Growing of mushrooms demands a close regulation of climate conditions including temperature, humidity, CO 2 level, light intensity, and moisture in the substratum. Nevertheless, a lot of farms still use manual control and reactive changes, which result in irregular production and the waste of resources. In a bid to overcome such issues, the current paper presents TwinGrow, a cloud-based AIoT Digital Twin that will help to monitor the environment of mushroom cultivation in real-time and predict as well as control its conditions automatically. The system will have a combination of IoT sensors like DHT22, MQ-135, LDR, and soil moisture sensors and ESP32 microcontroller as the edge controller. Sensor data is sent to AWSiot core, placed in dynamoDB and run on machine learning models with AWS sage maker. Digital Twin developed using AWS TwinMaker is a visualization and predictive environmental will replica of the cultivation chamber. The controlled use of mist generators, fans, and pumps, on a closed-loop system, are controlled by automated applications using AWS Lambda and Node-RED. The efficacy of AIoT-oriented smart agriculture using experimental outcomes indicates better environmental conditions, low water and energy usage, and predictable yields.","蘑菇种植需要对气候条件进行严格调控，包括温度、湿度、二氧化碳（CO₂）浓度、光照强度以及基质含水量。然而，许多农场仍采用人工控制和被动式调节，导致产量不稳定和资源浪费。为解决这些问题，本文提出了TwinGrow，一种基于云的AIoT数字孪生系统，可实时监测蘑菇栽培环境，并自动预测和调控其条件。该系统将DHT22、MQ-135、LDR和土壤湿度传感器等物联网传感器与ESP32微控制器作为边缘控制器相结合。传感器数据发送至AWS IoT Core，存储于DynamoDB，并通过AWS SageMaker上的机器学习模型运行。利用AWS TwinMaker开发的数字孪生是栽培室的可视化与预测性环境副本。在闭环系统中，喷雾发生器、风扇和水泵的受控使用由基于AWS Lambda和Node-RED的自动化应用程序进行管理。面向AIoT的智慧农业的实验结果表明，其有效性体现在环境条件改善、水和能源消耗降低以及产量可预测等方面。","Zenodo (CERN European Organization for Nuclear Research)","2026-10-10T00:00:00Z",75,[103],{"name":99,"url":96},[20,105,106,107,28],"农业人工智能","物联网","数字孪生",{"code":26,"slug":27,"name":28,"path":29,"parent_code":30},[],[111,112],"TwinGrow 蘑菇 数字孪生","AIoT 食用菌 智能种植","TwinGrow蘑菇数字孪生-4655","10.5281\u002Fzenodo.23276350",{"doi":114,"openalex_id":116,"authors":117,"venue":99,"cited_by_count":56,"oa_url":96,"card":124,"direction":61,"ingested_from":63},"W7221319111",[118,120,122],{"name":119,"orcid":12},"Katam Reddy Charan Reddy",{"name":121,"orcid":12},"Ajjaguttu Abhishikth Reddy",{"name":123,"orcid":12},"Dr. A. Anbarasi",{"tldr":125,"method":126,"finding":127,"direction":61,"opportunity":128},"提出TwinGrow云AIoT数字孪生系统，实现蘑菇栽培环境实时监测与自动调控。","ESP32与多传感器采集数据，经AWS IoT、SageMaker和TwinMa","系统改善环境条件，降低水耗与能耗，并实现可预测的蘑菇产量。","可探索数字孪生与作物生长模型的耦合，实现产量与品质的精准预测及跨品种迁移。","2026-10-11T23:30:07.397887Z",{"id":131,"title":132,"url":133,"summary":134,"summary_zh":135,"source_name":136,"source_url":133,"published_at":137,"category":11,"cover_url":12,"hotness":13,"is_selected":14,"embedding_ready":15,"score":101,"sources":138,"tags":140,"primary_topic":143,"secondary_topics":144,"search_phrases":145,"slug":148,"view_count":149,"doi":150,"paper":151,"created_at":170},2282,"Mushroom cap phenotype extraction based on YOLOv11-SMD","https:\u002F\u002Fdoi.org\u002F10.1016\u002Fj.compag.2026.112402","Mushroom cap phenotype extraction based on YOLOv11-SMD。Computers and Electronics in Agriculture","基于YOLOv11-SMD的蘑菇菌盖表型提取。《农业计算机与电子》","Computers and Electronics in Agriculture","2026-09-11T00:00:00Z",[139],{"name":136,"url":133},[20,105,141,28,142],"目标检测","表型分析",{"code":26,"slug":27,"name":28,"path":29,"parent_code":30},[],[146,147],"农业人工智能 智慧农业 目标检测 表型分析","农业人工智能 智慧农业","农业人工智能智慧农业目标检测表型分析-2282",3,"10.1016\u002Fj.compag.2026.112402",{"doi":150,"openalex_id":152,"authors":153,"venue":136,"cited_by_count":56,"oa_url":12,"card":164,"direction":168,"ingested_from":63},"W7212266027",[154,157,159,161],{"name":155,"orcid":156},"Yang Zhou","https:\u002F\u002Forcid.org\u002F0000-0002-0100-2652",{"name":158,"orcid":12},"Quanlong Miao",{"name":160,"orcid":12},"Yuefeng Chen",{"name":162,"orcid":163},"Jiajia Yu","https:\u002F\u002Forcid.org\u002F0000-0002-8764-8429",{"tldr":165,"method":166,"finding":167,"direction":168,"opportunity":169},"提出YOLOv11-SMD模型，用于蘑菇菌盖表型自动提取。","基于YOLOv11改进的SMD模型，结合图像数据提取菌盖表型。","YOLOv11-SMD能有效提取蘑菇菌盖表型，提升检测精度。","农业遥感与作物表型","可探索多品种、多生长阶段菌盖表型动态监测与三维重建。","2026-09-13T23:30:01.859046Z",{"id":172,"title":173,"url":174,"summary":175,"summary_zh":12,"source_name":176,"source_url":12,"published_at":177,"category":178,"cover_url":12,"hotness":13,"is_selected":14,"embedding_ready":15,"score":179,"sources":180,"tags":182,"primary_topic":186,"secondary_topics":187,"search_phrases":188,"slug":191,"view_count":71,"doi":12,"paper":12,"created_at":192},2239,"浙江省农科院香菇工厂化生产技术观摩会在武义召开 选育新品种L615","https:\u002F\u002Fwynews.cn\u002Fywlb\u002F202609\u002Ft20260911_7684289.shtml","9月11日,浙江省农科院主办的香菇工厂化生产技术现场观摩暨成果发布会在武义召开,集中展示液体菌种规模化扩繁工艺、工厂化专用香菇新品种L615、温光水气一体化\"四控\"智能出菇技术等关键成果,实现香菇周年优质稳产。","浙江省农业科学院 武义新闻","2026-09-10T16:00:00Z","报道",66,[181],{"name":176,"url":174},[20,183,28,184,185],"种业振兴","院县合作","香菇工厂化",{"code":26,"slug":27,"name":28,"path":29,"parent_code":30},[],[189,190],"浙江省农科院 香菇 L615","武义 香菇工厂化 液体菌种","浙江省农科院香菇L615-2239","2026-09-13T00:04:01.645814Z",{"id":194,"title":195,"url":196,"summary":197,"summary_zh":12,"source_name":198,"source_url":12,"published_at":199,"category":178,"cover_url":12,"hotness":13,"is_selected":14,"embedding_ready":15,"score":200,"sources":201,"tags":203,"primary_topic":207,"secondary_topics":208,"search_phrases":215,"slug":218,"view_count":56,"doi":12,"paper":12,"created_at":219},5351,"福建日报闽宁芯事:闽宁种业协作 30 年双向赋能 福建省农科院食用菌专家领回宁夏重点研发项目","https:\u002F\u002Ffujian.gov.cn\u002Fzwgk\u002Fztzl\u002Fsxzygwzxsgzx\u002Fzx\u002F202610\u002Ft20261015_7225465.htm","闽宁 1 号已开始在宁夏引黄灌区大面积推广,今年种植面积超过 4 万亩;两家本土企业以 66 万元价格联合竞得闽宁 1 号品种使用权,创造宁夏水稻品种转让价格纪录。福建省农业科学院食用菌专家林戎斌领回宁夏重点研发项目任务书,两省区科研人员在开展大型真菌本底资源调查时于宁夏六盘山发现罕见野生大球盖菇资源,经过分离、提纯、驯化、扩繁,实现产业化应用。福建省农科院与宁夏农林科学院联合选育的 10 余种色彩各异的特色观赏向日葵连片盛放。","福建省人民政府门户网站(福建日报) 2026-10-15","2026-10-15T00:00:00Z",80,[202],{"name":198,"url":196},[183,28,204,205,206],"水稻育种","闽宁协作","抗病育种",{"code":26,"slug":27,"name":28,"path":29,"parent_code":30},[209],{"code":210,"slug":211,"name":212,"path":213,"parent_code":214},"F1","seed-industry","种业与品种管理","\u002Ftopic\u002Finputs-equipment\u002Fseed-industry","F",[216,217],"闽宁1号 水稻 宁夏","福建省农科院 食用菌 宁夏","闽宁1号水稻宁夏-5351","2026-10-20T02:47:44.521601Z",{"id":221,"title":222,"url":223,"summary":224,"summary_zh":12,"source_name":225,"source_url":12,"published_at":226,"category":178,"cover_url":12,"hotness":13,"is_selected":14,"embedding_ready":15,"score":227,"sources":228,"tags":230,"primary_topic":234,"secondary_topics":235,"search_phrases":236,"slug":239,"view_count":240,"doi":12,"paper":12,"created_at":241},4959,"上海市农科院食用菌所与企业联合育成多个具自主知识产权新品种 突破国外种源控制","https:\u002F\u002Fwww.cfsn.cn\u002Fnews\u002Fdetail\u002F345\u002F370968.html","上海市农业科学院食用菌研究所与相关企业紧密合作育成了双孢蘑菇、白色金针菇等多个具有自主知识产权的新品种,突破了国外的种源控制,已落地应用。上海市食用菌产业技术体系首席科学家、市农业科学院食用菌研究所所长张劲松指出,食用菌的育种工作必须与企业密切合作,共同寻找产业和市场的需求协同攻关。当前我国菌物保育与创新水平已跻身世界前列,李玉院士判断未来5年至10年,我国自主菌种将全面替代进口品种、占据市场主导地位。","经济日报 中国食品安全网 2026 年 10 月 14 日","2026-10-14T00:00:00Z",89,[229],{"name":225,"url":223},[183,28,231,232,233],"产学研合作","农业科技","种源自主",{"code":26,"slug":27,"name":28,"path":29,"parent_code":30},[],[237,238],"上海农科院 食用菌 双孢蘑菇 新品种","食用菌 自主知识产权 种源突破","上海农科院食用菌双孢蘑菇新品种-4959",5,"2026-10-15T00:06:03.493002Z",{"id":243,"title":244,"url":245,"summary":246,"summary_zh":12,"source_name":247,"source_url":12,"published_at":248,"category":178,"cover_url":12,"hotness":13,"is_selected":15,"embedding_ready":15,"score":249,"sources":250,"tags":252,"primary_topic":257,"secondary_topics":258,"search_phrases":259,"slug":262,"view_count":71,"doi":12,"paper":12,"created_at":263},4848,"[经济日报]遍地菌香 中国食用菌产业40年产量增长超700倍","https:\u002F\u002Fcaas.cn\u002Fxwzx\u002Fmtxw\u002Ffb9c625d8c7447cb938671ba3695cea5.htm","改革开放以来我国食用菌产业实现跨越式增长,产量从1978年的5.78万吨增至2024年的4200多万吨,增幅超700倍,占全球总量的85%。中国食用菌稳居全球第一大生产、消费与出口国。中国农业科学院李玉院士团队'食药用菌全产业链关键技术创新及应用'项目荣获2023年度国家科技进步奖一等奖,首创'一区一馆五库'菌物保育技术体系。当前上海、江苏灌南等地已实现工厂化栽培,头部企业年亩产最高可达1000吨。","中国农业科学院转载经济日报 2026 年 10 月 13 日","2026-10-13T00:00:00Z",92,[251],{"name":247,"url":245},[253,183,254,255,256],"乡村振兴","大食物观","工厂化栽培","食用菌产业",{"code":26,"slug":27,"name":28,"path":29,"parent_code":30},[],[260,261],"食用菌 产量 700倍","李玉 食用菌 种源","食用菌产量700倍-4848","2026-10-14T00:04:07.335423Z"]