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Optimisation of Small-Scale Aquaponics Systems Using Artificial Intelligence and the IoT: Current Status, Challenges, and Opportunities 利用人工智能和物联网优化小型鱼菜共生系统:现状、挑战和机遇
Pub Date : 2024-02-08 DOI: 10.3390/encyclopedia4010023
Abdul Aziz Channa, K. Munir, Mark Hansen, Muhammad Fahim Tariq
Environment changes, water scarcity, soil depletion, and urbanisation are making it harder to produce food using traditional methods in various regions and countries. Aquaponics is emerging as a sustainable food production system that produces fish and plants in a closed-loop system. Aquaponics is not dependent on soil or external environmental factors. It uses fish waste to fertilise plants and can save up to 90–95% water. Aquaponics is an innovative system for growing food and is expected to be very promising, but it has its challenges. It is a complex ecosystem that requires multidisciplinary knowledge, proper monitoring of all crucial parameters, and high maintenance and initial investment costs to build the system. Artificial intelligence (AI) and the Internet of Things (IoT) are key technologies that can overcome these challenges. Numerous recent studies focus on the use of AI and the IoT to automate the process, improve efficiency and reliability, provide better management, and reduce operating costs. However, these studies often focus on limited aspects of the system, each considering different domains and parameters of the aquaponics system. This paper aims to consolidate the existing work, identify the state-of-the-art use of the IoT and AI, explore the key parameters affecting growth, analyse the sensing and communication technologies employed, highlight the research gaps in this field, and suggest future research directions. Based on the reviewed research, energy efficiency and economic viability were found to be a major bottleneck of current systems. Moreover, inconsistencies in sensor selection, lack of publicly available data, and the reproducibility of existing work were common issues among the studies.
环境变化、水资源匮乏、土壤耗竭和城市化正在使各个地区和国家更难使用传统方法生产粮食。鱼菜共生正在成为一种在闭环系统中生产鱼和植物的可持续食品生产系统。鱼菜共生不依赖土壤或外部环境因素。鱼菜共生利用鱼类排泄物为植物施肥,可节水 90-95%。鱼菜共生是一种创新的食物种植系统,预计前景非常广阔,但也存在挑战。它是一个复杂的生态系统,需要多学科知识、对所有关键参数的适当监控,以及高昂的维护和初始投资成本来构建系统。人工智能(AI)和物联网(IoT)是能够克服这些挑战的关键技术。最近的许多研究都侧重于利用人工智能和物联网来实现流程自动化、提高效率和可靠性、提供更好的管理并降低运营成本。然而,这些研究往往只关注系统的有限方面,各自考虑鱼菜共生系统的不同领域和参数。本文旨在整合现有工作,确定物联网和人工智能的最新应用,探索影响生长的关键参数,分析所采用的传感和通信技术,强调该领域的研究空白,并提出未来的研究方向。根据回顾的研究发现,能源效率和经济可行性是当前系统的主要瓶颈。此外,传感器选择不一致、缺乏可公开获得的数据以及现有工作的可重复性也是这些研究的共同问题。
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引用次数: 0
Optimisation of Small-Scale Aquaponics Systems Using Artificial Intelligence and the IoT: Current Status, Challenges, and Opportunities 利用人工智能和物联网优化小型鱼菜共生系统:现状、挑战和机遇
Pub Date : 2024-02-08 DOI: 10.3390/encyclopedia4010023
Abdul Aziz Channa, K. Munir, Mark Hansen, Muhammad Fahim Tariq
Environment changes, water scarcity, soil depletion, and urbanisation are making it harder to produce food using traditional methods in various regions and countries. Aquaponics is emerging as a sustainable food production system that produces fish and plants in a closed-loop system. Aquaponics is not dependent on soil or external environmental factors. It uses fish waste to fertilise plants and can save up to 90–95% water. Aquaponics is an innovative system for growing food and is expected to be very promising, but it has its challenges. It is a complex ecosystem that requires multidisciplinary knowledge, proper monitoring of all crucial parameters, and high maintenance and initial investment costs to build the system. Artificial intelligence (AI) and the Internet of Things (IoT) are key technologies that can overcome these challenges. Numerous recent studies focus on the use of AI and the IoT to automate the process, improve efficiency and reliability, provide better management, and reduce operating costs. However, these studies often focus on limited aspects of the system, each considering different domains and parameters of the aquaponics system. This paper aims to consolidate the existing work, identify the state-of-the-art use of the IoT and AI, explore the key parameters affecting growth, analyse the sensing and communication technologies employed, highlight the research gaps in this field, and suggest future research directions. Based on the reviewed research, energy efficiency and economic viability were found to be a major bottleneck of current systems. Moreover, inconsistencies in sensor selection, lack of publicly available data, and the reproducibility of existing work were common issues among the studies.
环境变化、水资源匮乏、土壤耗竭和城市化正在使各个地区和国家更难使用传统方法生产粮食。鱼菜共生正在成为一种在闭环系统中生产鱼和植物的可持续食品生产系统。鱼菜共生不依赖土壤或外部环境因素。鱼菜共生利用鱼类排泄物为植物施肥,可节水 90-95%。鱼菜共生是一种创新的食物种植系统,预计前景非常广阔,但也存在挑战。它是一个复杂的生态系统,需要多学科知识、对所有关键参数的适当监控,以及高昂的维护和初始投资成本来构建系统。人工智能(AI)和物联网(IoT)是能够克服这些挑战的关键技术。最近的许多研究都侧重于利用人工智能和物联网来实现流程自动化、提高效率和可靠性、提供更好的管理并降低运营成本。然而,这些研究往往只关注系统的有限方面,各自考虑鱼菜共生系统的不同领域和参数。本文旨在整合现有工作,确定物联网和人工智能的最新应用,探索影响生长的关键参数,分析所采用的传感和通信技术,强调该领域的研究空白,并提出未来的研究方向。根据回顾的研究发现,能源效率和经济可行性是当前系统的主要瓶颈。此外,传感器选择不一致、缺乏可公开获得的数据以及现有工作的可重复性也是这些研究的共同问题。
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引用次数: 0
Optimization Examples for Water Allocation, Energy, Carbon Emissions, and Costs 水资源分配、能源、碳排放和成本的优化实例
Pub Date : 2024-02-08 DOI: 10.3390/encyclopedia4010022
A. Alamanos, Jorge Andres Garcia
The field of Water Resources Management (WRM) is becoming increasingly interdisciplinary, realizing its direct connections with energy, food, and social and economic sciences, among others. Computationally, this leads to more complex models, wherein the achievement of multiple goals is sought. Optimization processes have found various applications in such complex WRM problems. This entry considers the main factors involved in modern WRM, and puts them in a single optimization problem, including water allocation from different sources to different uses and non-renewable and renewable energy supplies, with their associated carbon emissions and costs. The entry explores the problem mathematically by presenting different optimization approaches, such as linear, fuzzy, dynamic, goal, and non-linear programming models. Furthermore, codes for each model are provided in Python, an open-source language. This entry has an educational character, and the examples presented are easily reproducible, so this is expected to be a useful resource for students, modelers, researchers, and water managers.
水资源管理(WRM)领域正日益成为跨学科领域,实现了与能源、粮食、社会和经济科学等领域的直接联系。在计算上,这导致了更复杂的模型,其中寻求实现多重目标。优化过程在此类复杂的水资源管理问题中得到了广泛应用。本条目考虑了现代水资源管理所涉及的主要因素,并将其归纳为一个单一的优化问题,包括将不同来源的水分配到不同用途,不可再生能源和可再生能源的供应,以及与之相关的碳排放和成本。该书通过介绍不同的优化方法,如线性、模糊、动态、目标和非线性编程模型,从数学角度探讨了这一问题。此外,每个模型的代码都是用 Python(一种开源语言)编写的。本条目具有教育性质,所提供的示例易于复制,因此有望成为学生、建模人员、研究人员和水资源管理者的有用资源。
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引用次数: 0
Optimization Examples for Water Allocation, Energy, Carbon Emissions, and Costs 水资源分配、能源、碳排放和成本的优化实例
Pub Date : 2024-02-08 DOI: 10.3390/encyclopedia4010022
A. Alamanos, Jorge Andres Garcia
The field of Water Resources Management (WRM) is becoming increasingly interdisciplinary, realizing its direct connections with energy, food, and social and economic sciences, among others. Computationally, this leads to more complex models, wherein the achievement of multiple goals is sought. Optimization processes have found various applications in such complex WRM problems. This entry considers the main factors involved in modern WRM, and puts them in a single optimization problem, including water allocation from different sources to different uses and non-renewable and renewable energy supplies, with their associated carbon emissions and costs. The entry explores the problem mathematically by presenting different optimization approaches, such as linear, fuzzy, dynamic, goal, and non-linear programming models. Furthermore, codes for each model are provided in Python, an open-source language. This entry has an educational character, and the examples presented are easily reproducible, so this is expected to be a useful resource for students, modelers, researchers, and water managers.
水资源管理(WRM)领域正日益成为跨学科领域,实现了与能源、粮食、社会和经济科学等领域的直接联系。在计算上,这导致了更复杂的模型,其中寻求实现多重目标。优化过程在此类复杂的水资源管理问题中得到了广泛应用。本条目考虑了现代水资源管理所涉及的主要因素,并将其归纳为一个单一的优化问题,包括将不同来源的水分配到不同用途,不可再生能源和可再生能源的供应,以及与之相关的碳排放和成本。该书通过介绍不同的优化方法,如线性、模糊、动态、目标和非线性编程模型,从数学角度探讨了这一问题。此外,每个模型的代码都是用 Python(一种开源语言)编写的。本条目具有教育性质,所提供的示例易于复制,因此有望成为学生、建模人员、研究人员和水资源管理者的有用资源。
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引用次数: 0
Re-Conceptualizing Vertical Subdivision Development for Sustainable, Affordable Housing Delivery 重新认识垂直分区开发,实现可持续的经济适用房交付
Pub Date : 2024-02-04 DOI: 10.3390/encyclopedia4010020
Nathan Tetteh, Masateru Noguchi
Research on sustainable, affordable housing is evolving. Yet, its conceptual efficacy in light of the changing needs of today’s cities and targeted low-to-middle-income households remains unknown. In today’s rapidly urbanizing world, understanding the conceptual relevance and importance of land use planning tools such as vertical subdivision to the delivery of sustainable housing is tenable. In response to this knowledge gap, this entry inquires, how can the delivery of affordable housing be configured in a manner that leverages the potential of a redefined vertical subdivision development to optimize densities and ensure that housing affordability is sustainable? Here, this entry re-defines vertical subdivision development as a housing planning and design tool that allows for the segregation of air spaces into individual volumetric land parcels that mimic the environmental features of the land-on-ground, such that housing construction within such volumetric spaces is a function of the contextually relevant needs of occupants. This entry demonstrates a paradigm shift from existing housing infrastructure planning models and narratives to one that responds to and addresses all three dimensions of sustainability: economic (sustainable affordability), environmental (sustainable densities), and social (occupant wellness) in the housing infrastructure planning and delivery process.
有关可持续经济适用房的研究正在不断发展。然而,根据当今城市和目标中低收入家庭不断变化的需求,可持续住房在概念上的有效性仍是未知数。在当今快速城市化的世界中,了解垂直细分等土地利用规划工具在概念上的相关性和对提供可持续住房的重要性是可行的。针对这一知识空白,本条目提出了以下问题:如何以一种充分利用重新定义的垂直细分开发潜力的方式来配置经济适用房的交付,以优化密度并确保住房的可负担性是可持续的?在此,本作品将垂直细分开发重新定义为一种住房规划和设计工具,允许将空气空间隔离为单个容积地块,以模仿地面土地的环境特征,从而使这种容积空间内的住房建设与居住者的相关需求息息相关。该项目展示了现有住房基础设施规划模式和叙述的范式转变,即在住房基础设施规划和交付过程中,从经济(可持续的经济承受能力)、环境(可持续的密度)和社会(居住者的健康)三个方面应对和解决可持续性问题。
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引用次数: 0
Labor Market Institutions and Employment 劳动力市场机构和就业
Pub Date : 2024-02-04 DOI: 10.3390/encyclopedia4010021
Georgios Giotis
The role of labor market institutions and policies has received great attention throughout the history of labor economics. Labor market institutions are responsible for a wide range of policies, regulations, and organizations that affect the labor market, though their impact on employment can vary depending on the specific institutions and the economic context across countries. This entry attempts to provide an overview of five main labor market institutions and policies, i.e., the minimum wage, employment protection, the power of unions, active labor market policies, and unemployment insurance/unemployment benefits. It also presents theoretical expectations of their effects on employment outcomes and collates relevant results from the related literature, focusing mainly on the most recent empirical evidence. Finally, this entry provides insights regarding labor market institutions and offers proposals for shaping the labor market landscape.
在劳动经济学的发展史上,劳动力市场机构和政策的作用一直备受关注。劳动力市场机构负责一系列影响劳动力市场的政策、法规和组织,尽管它们对就业的影响因具体机构和各国经济背景的不同而各异。本条目试图概述五种主要的劳动力市场制度和政策,即最低工资、就业保护、工会权力、积极的劳动力市场政策和失业保险/失业救济金。报告还介绍了这些制度和政策对就业结果影响的理论预期,并整理了相关文献中的相关结果,主要侧重于最新的经验证据。最后,本条目对劳动力市场机构提出了见解,并为塑造劳动力市场格局提出了建议。
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引用次数: 0
Labor Market Institutions and Employment 劳动力市场机构和就业
Pub Date : 2024-02-04 DOI: 10.3390/encyclopedia4010021
Georgios Giotis
The role of labor market institutions and policies has received great attention throughout the history of labor economics. Labor market institutions are responsible for a wide range of policies, regulations, and organizations that affect the labor market, though their impact on employment can vary depending on the specific institutions and the economic context across countries. This entry attempts to provide an overview of five main labor market institutions and policies, i.e., the minimum wage, employment protection, the power of unions, active labor market policies, and unemployment insurance/unemployment benefits. It also presents theoretical expectations of their effects on employment outcomes and collates relevant results from the related literature, focusing mainly on the most recent empirical evidence. Finally, this entry provides insights regarding labor market institutions and offers proposals for shaping the labor market landscape.
在劳动经济学的发展史上,劳动力市场机构和政策的作用一直备受关注。劳动力市场机构负责一系列影响劳动力市场的政策、法规和组织,尽管它们对就业的影响因具体机构和各国经济背景的不同而各异。本条目试图概述五种主要的劳动力市场制度和政策,即最低工资、就业保护、工会权力、积极的劳动力市场政策和失业保险/失业救济金。报告还介绍了这些制度和政策对就业结果影响的理论预期,并整理了相关文献中的相关结果,主要侧重于最新的经验证据。最后,本条目对劳动力市场机构提出了见解,并为塑造劳动力市场格局提出了建议。
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引用次数: 0
Re-Conceptualizing Vertical Subdivision Development for Sustainable, Affordable Housing Delivery 重新认识垂直分区开发,实现可持续的经济适用房交付
Pub Date : 2024-02-04 DOI: 10.3390/encyclopedia4010020
Nathan Tetteh, Masateru Noguchi
Research on sustainable, affordable housing is evolving. Yet, its conceptual efficacy in light of the changing needs of today’s cities and targeted low-to-middle-income households remains unknown. In today’s rapidly urbanizing world, understanding the conceptual relevance and importance of land use planning tools such as vertical subdivision to the delivery of sustainable housing is tenable. In response to this knowledge gap, this entry inquires, how can the delivery of affordable housing be configured in a manner that leverages the potential of a redefined vertical subdivision development to optimize densities and ensure that housing affordability is sustainable? Here, this entry re-defines vertical subdivision development as a housing planning and design tool that allows for the segregation of air spaces into individual volumetric land parcels that mimic the environmental features of the land-on-ground, such that housing construction within such volumetric spaces is a function of the contextually relevant needs of occupants. This entry demonstrates a paradigm shift from existing housing infrastructure planning models and narratives to one that responds to and addresses all three dimensions of sustainability: economic (sustainable affordability), environmental (sustainable densities), and social (occupant wellness) in the housing infrastructure planning and delivery process.
有关可持续经济适用房的研究正在不断发展。然而,根据当今城市和目标中低收入家庭不断变化的需求,可持续住房在概念上的有效性仍是未知数。在当今快速城市化的世界中,了解垂直细分等土地利用规划工具在概念上的相关性和对提供可持续住房的重要性是可行的。针对这一知识空白,本条目提出了以下问题:如何以一种充分利用重新定义的垂直细分开发潜力的方式来配置经济适用房的交付,以优化密度并确保住房的可负担性是可持续的?在此,本作品将垂直细分开发重新定义为一种住房规划和设计工具,允许将空气空间隔离为单个容积地块,以模仿地面土地的环境特征,从而使这种容积空间内的住房建设与居住者的相关需求息息相关。该项目展示了现有住房基础设施规划模式和叙述的范式转变,即在住房基础设施规划和交付过程中,从经济(可持续的经济承受能力)、环境(可持续的密度)和社会(居住者的健康)三个方面应对和解决可持续性问题。
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引用次数: 0
Oblique Aerial Images: Geometric Principles, Relationships and Definitions 倾斜航空图像:几何原理、关系和定义
Pub Date : 2024-02-02 DOI: 10.3390/encyclopedia4010019
S. Verykokou, C. Ioannidis
Aerial images captured with the camera optical axis deliberately inclined with respect to the vertical are defined as oblique aerial images. Throughout the evolution of aerial photography, oblique aerial images have held a prominent place since its inception. While vertical airborne images dominated in photogrammetric applications for over a century, the advancements in photogrammetry and computer vision algorithms, coupled with the growing accessibility of oblique images in the market, have propelled the rise of oblique images in recent times. Their emergence is attributed to inherent advantages they offer over vertical images. In this entry, basic definitions, geometric principles and relationships for oblique aerial images, necessary for understanding their underlying geometry, are presented.
相机光轴故意相对于垂直方向倾斜拍摄的航空图像被定义为倾斜航空图像。在航空摄影的整个发展过程中,倾斜航空图像自诞生以来一直占据着重要地位。一个多世纪以来,垂直航空影像在摄影测量应用中一直占据主导地位,但随着摄影测量和计算机视觉算法的进步,加上斜面影像在市场上越来越容易获得,推动了斜面影像在近代的兴起。与垂直影像相比,斜面影像具有与生俱来的优势,这也是斜面影像兴起的原因。在本条目中,将介绍斜面航空图像的基本定义、几何原理和关系,这是了解其基本几何原理所必需的。
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引用次数: 0
Oblique Aerial Images: Geometric Principles, Relationships and Definitions 倾斜航空图像:几何原理、关系和定义
Pub Date : 2024-02-02 DOI: 10.3390/encyclopedia4010019
S. Verykokou, C. Ioannidis
Aerial images captured with the camera optical axis deliberately inclined with respect to the vertical are defined as oblique aerial images. Throughout the evolution of aerial photography, oblique aerial images have held a prominent place since its inception. While vertical airborne images dominated in photogrammetric applications for over a century, the advancements in photogrammetry and computer vision algorithms, coupled with the growing accessibility of oblique images in the market, have propelled the rise of oblique images in recent times. Their emergence is attributed to inherent advantages they offer over vertical images. In this entry, basic definitions, geometric principles and relationships for oblique aerial images, necessary for understanding their underlying geometry, are presented.
相机光轴故意相对于垂直方向倾斜拍摄的航空图像被定义为倾斜航空图像。在航空摄影的整个发展过程中,倾斜航空图像自诞生以来一直占据着重要地位。一个多世纪以来,垂直航空影像在摄影测量应用中一直占据主导地位,但随着摄影测量和计算机视觉算法的进步,加上斜面影像在市场上越来越容易获得,推动了斜面影像在近代的兴起。与垂直影像相比,斜面影像具有与生俱来的优势,这也是斜面影像兴起的原因。在本条目中,将介绍斜面航空图像的基本定义、几何原理和关系,这是了解其基本几何原理所必需的。
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引用次数: 0
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