The framework is demonstrated with a case study of an energy business ecosystem consisting of an electricity distribution grid with 137 connected domestic consumers. The case study shows that the proposed agent-based modeling framework supports the development of agent-based models for simulating energy business ecosystems.
In this paper, we present a literature review of the use of agent-based models (ABM) in analyzing of urban neighborhood energy systems. We derive a concept for an ABM that integrates all energy sectors: Electricity, heat, and mobility.
The proposed ABM will be implemented and executed as a coupled agent-based model in the context of a doctoral dissertation which aims to analyze the effects of policies and local market mechanisms in urban neighborhoods. Particular attention will be paid to the divergence of an overall system optimum vs. the optima for individual agents.
The device agents for the electricity side of the building are mainly households (electricity demand), PV, battery, and BEV. The agents for the thermal side of the building are mainly households (thermal demand), solar thermal, and heat storage. The energy system agents operate autonomously within the building.
The agents for the thermal side of the building are mainly households (thermal demand), solar thermal, and heat storage. The energy system agents operate autonomously within the building. Buildings link to substation agents, which connect electricity or heat.
To verify the behavior of the developed agent-based simulation models, a verification procedure of the agent models is briefly discussed, which includes unit, integration, and system testing approaches similar to the ones used in software testing.
Agent-based modeling (ABM) for urban neighborhood energy …
Agent-based modeling (ABM) is a suitable approach for addressing various interlinked aspects like market mechanisms and processes, technology adoption, different stakeholder roles and the formulation of policy measures. In this work, we analyze peer-reviewed, open-access literature on ABM for energy neighborhoods and discuss key ...
Learn More
Studying Electric Vehicle Batteries Consumption with Agent Based Modeling
In this paper, we have built a batteries consumption model of electric vehicles based on agent. Simulation result shows that the optimum ratio of electric vehicles and lead-acid batteries is 1:2.93 and the optimum ratio of electric vehicles and lithium batteries is 1:1.36 as well.
Learn More
Agent-based modelling and simulation of smart electricity grids …
The AMIRIS model (Agent-based Model for the Integration of Renewables Into the Power System) focuses on the implementation of such new intermediaries for direct marketing of renewable electricity. Different types of intermediaries are modelled which offer plant owners corresponding remuneration options for their electricity, e.g ...
Learn More
A generic agent-based framework for modeling business ecosystems…
This paper proposes an agent-based modeling framework for developing agent-based simulation models of business ecosystems that can be applied to multiple evaluation scenarios by simple configuration of agents and roles. There are two steps in this proposed framework: Step 1 – Interface and role interactions design and Step 2 ...
Learn More
New energy vehicle demand forecasting via an improved Bass model …
As one source of user-generated content, online reviews embed vast quantities of important business information, significantly affecting consumer demand. In this study, we aim to propose a new forecasting approach to predict the demand for new energy vehicles (NEVs) by incorporating perceived quality measures extracted from online reviews into the traditional …
Learn More
Agent-based modelling and simulation of smart …
Agent-based modelling and simulation can deliver specific insights in how different agents in a smart grid would interact and which effects would occur on a global level. Thereby, the...
Learn More
Agent-based Simulation of New Energy Markets
This paper presents a multi-agent simulation framework that is being developed to evaluate a possible setup of an electricity market that includes grid-agile customers who trade their...
Learn More
Multi-agent model of an active consumer of electricity …
The model is a part of Master''s dissertation, Kazan State Power Engineering University, Kazan, Russia, July 2019. MODEL DESCRIPTION A. General information Industrial enterprises, as a rule, are large energy consumers and …
Learn More
Agent-based modelling and simulation of smart electricity grids …
Agent-based modelling and simulation can deliver specific insights in how different agents in a smart grid would interact and which effects would occur on a global level. Thereby, the...
Learn More
Battery state prediction through hybrid modeling: Integrating …
To combat climate change, humanity needs to transition to renewable energy sources [1] nsequently, batteries, which can store and discharge energy from renewable sources on demand [2], have become increasingly central to modern life [3].Battery management systems are critical to maximizing battery performance, safety, and lifetime; monitoring currents and …
Learn More
Solid-state battery startup Talent New Energy unveils cell with …
Chinese solid-state battery startup Talent New Energy has unveiled a new all-solid-state battery cell with ultra-high energy density, as the industry''s quest for new battery technology continues to advance. Join us on Telegram or Google News. Talent has successfully developed the world''s first automotive-grade, all-solid-state lithium metal battery prototype with …
Learn More
Agent-based modeling for an end-of-life power battery cross …
This study uses agent-based modeling with geographic information systems to construct a cross-regional recycling system model that assesses the economic and environmental effects of policies. Based on actual data, the model considers four subsystems, multiple region types, two battery types, and six stakeholders. The results show that: (1) The ...
Learn More
Battery state prediction through hybrid modeling: Integrating …
To combat climate change, humanity needs to transition to renewable energy sources [1] nsequently, batteries, which can store and discharge energy from renewable sources on …
Learn More
Agent-based Simulation of New Energy Markets
This paper presents a multi-agent simulation framework that is being developed to evaluate a possible setup of an electricity market that includes grid-agile customers who trade their...
Learn More
(PDF) Linking Agent-based Energy Market with Computable General …
PDF | On May 1, 2015, Leila Niamir and others published Linking Agent-based Energy Market with Computable General Equilibrium Model: an Integrated Approach to Climate-Economy-Energy System | Find ...
Learn More
Agent-based modeling (ABM) for urban neighborhood energy …
Agent-based modeling (ABM) is a suitable approach for addressing various interlinked aspects like market mechanisms and processes, technology adoption, different …
Learn More
Agent-based modelling and simulation of smart electricity grids …
The AMIRIS model (Agent-based Model for the Integration of Renewables Into the Power System) focuses on the implementation of such new intermediaries for direct …
Learn More
Multiple benefits of new-energy vehicle power battery recycling ...
With the yearly increasing market penetration of new-energy vehicles in China, the retirement of power batteries has gradually become a scale, and most of the waste batteries have entered informal recycling channels, which has induced a series of environmental problems. Considering this issue, we introduced the system dynamics (SD), stimulus organism response …
Learn More
A comprehensive review of battery modeling and state estimation ...
With the rapid development of new energy electric vehicles and smart grids, the demand for batteries is increasing. The battery management system (BMS) plays a crucial role in the battery-powered energy storage system. This paper presents a systematic review of the most commonly used battery modeling and state estimation approaches for BMSs. The models …
Learn More
BYD, the world''s leading manufacturer of new energy …
BYD is the world''s leading new energy vehicle (NEV) manufacturer, with electric trucks, vans and cars also forming part of its product portfolio, deploying over 600,000 NEVs in 2021 alone. Since its entry into the …
Learn More
An Agent-Based Model for Electric Energy Policy Assessment
In [6] ABM was compared with a other computational approaches and found that the agent based paradigm was the only one able to model emergence, agent interactions, as well as agent learning. Also in contrast to equilibrium models, ABM can represent complex and adaptive systems. Similarly, [7] found that ABM can be an appropriate approach to modelling …
Learn More
