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SolarStat: Modeling Photovoltaic Sources through Stochastic Markov Processes [article]

Marco Miozzo, Davide Zordan, Paolo Dini, Michele Rossi
<span title="2013-11-05">2013</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we present a methodology and a tool to derive simple but yet accurate stochastic Markov processes for the description of the energy scavenged by outdoor solar sources.  ...  Our results indicate that Markov models with just two states provide a rough characterization of the real data traces.  ...  CONCLUDING REMARKS In this paper we have considered micro-solar power sources, providing a methodology to model the energy inflow as a function of time through stochastic Markov processes.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1311.1025v1">arXiv:1311.1025v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qdgts6eginhrjb2h2fn2efbm6y">fatcat:qdgts6eginhrjb2h2fn2efbm6y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191024034449/https://arxiv.org/pdf/1311.1025v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b2/04/b204e15bb5a539c51960f1ba0ec779c72e550b8f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1311.1025v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Stochastic Models for Solar Power [chapter]

Dimitra Politaki, Sara Alouf
<span title="">2017</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
We believe our irradiance model can be used not only in the mathematical analysis of energy harvesting systems but also in their simulation. keywords: Solar power · Semi-Markov process · Photovoltaic panel  ...  We compare our model with the on-off power source model developed by Miozzo et al. (2014) for the power generated by photovoltaic panels, and to a modified version that we propose.  ...  This work was partly funded by the French Government (National Research Agency, ANR) through the "Investments for the Future" Program reference #ANR-11-LABX-0031-01.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-66583-2_18">doi:10.1007/978-3-319-66583-2_18</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/l3k2l2sw7nefzmbknaq5n27p5y">fatcat:l3k2l2sw7nefzmbknaq5n27p5y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180723161622/https://hal.inria.fr/hal-01624419/file/authorversion.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a1/7e/a17e507cec3f15025641a9bcb3210dc5a83e673f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-66583-2_18"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Staying Alive

Nicola Bui, Michele Rossi
<span title="2015-02-17">2015</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/e3vu3d3hbvemxbpbpbo5yyghdm" style="color: black;">ACM transactions on sensor networks</a> </i> &nbsp;
Here, we offer an original and comprehensive framework for autonomous sensor networks powered by renewable energy sources.  ...  energy consumption constraint, while the outer step provides online energy management policies that make the system energetically self-sufficient in the presence of unpredictable and intermittent energy sources  ...  Discrete-time formulation: We describe the energy source model through an equivalent discrete-time Markov process.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2700269">doi:10.1145/2700269</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/444yglu53vhyxmop36km7asfym">fatcat:444yglu53vhyxmop36km7asfym</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170830032551/http://www.dei.unipd.it/~rossi/papers/ACMTOSN2015.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/15/a5/15a5294f6f8be1ef02765f80ae85df0e0388e861.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2700269"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Staying Alive: System Design for Self-Sufficient Sensor Networks [article]

Nicola Bui, Michele Rossi
<span title="2014-10-20">2014</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Here, we offer an original and comprehensive framework for autonomous sensor networks powered by renewable energy sources.  ...  energy consumption constraint, while the outer step provides online energy management policies making the system energetically self-sufficient in the presence of unpredictable and intermittent energy sources  ...  Discrete-Time Formulation: we describe the energy source model through an equivalent discrete-time Markov process.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1310.7717v2">arXiv:1310.7717v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5wj722pm6ncufiwpjqjsyivbq4">fatcat:5wj722pm6ncufiwpjqjsyivbq4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200826193641/https://arxiv.org/pdf/1310.7717v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1c/00/1c0060303f809f8eac0ecc3ba08162321d572685.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1310.7717v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Distributed Q-Learning For Energy Harvesting Heterogeneous Networks

Marco Miozzo, Lorenza Giupponi, Michele Rossi, Paolo Dini
<span title="2015-06-12">2015</span> <i title="Zenodo"> Zenodo </i> &nbsp;
The decision making process of each agent is defined by a Markov Decision Process with state vector x t " tx 1 where α is the learning rate, γ is the discount factor, x i t`1 is the next state for agent  ...  These traces have been translated into a Markov process with 12 energy states that, as shown in [12] , provide an excellent approximation of the harvested energy process, and so are used for this purpose  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.34392">doi:10.5281/zenodo.34392</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5k65s6zexra5rj4xqb7kq5q5ci">fatcat:5k65s6zexra5rj4xqb7kq5q5ci</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20181101220832/https://zenodo.org/record/34392/files/Distributed_Qlearning_for_energy_harvesting.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/67/89/67898585293f1b9ac7611c6759f19dd896eeb232.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.34392"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Distributed Q-learning for energy harvesting Heterogeneous Networks

Marco Miozzo, Lorenza Giupponi, Michele Rossi, Paolo Dini
<span title="">2015</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jtcdcetsmvdmjcshq24lhzakwu" style="color: black;">2015 IEEE International Conference on Communication Workshop (ICCW)</a> </i> &nbsp;
The decision making process of each agent is defined by a Markov Decision Process with state vector x t " tx 1 where α is the learning rate, γ is the discount factor, x i t`1 is the next state for agent  ...  These traces have been translated into a Markov process with 12 energy states that, as shown in [12] , provide an excellent approximation of the harvested energy process, and so are used for this purpose  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iccw.2015.7247475">doi:10.1109/iccw.2015.7247475</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icc/MiozzoGRD15.html">dblp:conf/icc/MiozzoGRD15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3vk2b7ngdrh2nfpvo63tn6msvm">fatcat:3vk2b7ngdrh2nfpvo63tn6msvm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170812180907/http://upcommons.upc.edu/bitstream/handle/2117/77164/Distributed%20Qlearning%20for%20energy%20harvesting.pdf?sequence=1" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c0/36/c036be66e06ad1f1a92685094cf6a0430f11185c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iccw.2015.7247475"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>