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The top list of academic search engines

academic search engines

1. Google Scholar

4. science.gov, 5. semantic scholar, 6. baidu scholar, get the most out of academic search engines, frequently asked questions about academic search engines, related articles.

Academic search engines have become the number one resource to turn to in order to find research papers and other scholarly sources. While classic academic databases like Web of Science and Scopus are locked behind paywalls, Google Scholar and others can be accessed free of charge. In order to help you get your research done fast, we have compiled the top list of free academic search engines.

Google Scholar is the clear number one when it comes to academic search engines. It's the power of Google searches applied to research papers and patents. It not only lets you find research papers for all academic disciplines for free but also often provides links to full-text PDF files.

  • Coverage: approx. 200 million articles
  • Abstracts: only a snippet of the abstract is available
  • Related articles: ✔
  • References: ✔
  • Cited by: ✔
  • Links to full text: ✔
  • Export formats: APA, MLA, Chicago, Harvard, Vancouver, RIS, BibTeX

Search interface of Google Scholar

BASE is hosted at Bielefeld University in Germany. That is also where its name stems from (Bielefeld Academic Search Engine).

  • Coverage: approx. 136 million articles (contains duplicates)
  • Abstracts: ✔
  • Related articles: ✘
  • References: ✘
  • Cited by: ✘
  • Export formats: RIS, BibTeX

Search interface of Bielefeld Academic Search Engine aka BASE

CORE is an academic search engine dedicated to open-access research papers. For each search result, a link to the full-text PDF or full-text web page is provided.

  • Coverage: approx. 136 million articles
  • Links to full text: ✔ (all articles in CORE are open access)
  • Export formats: BibTeX

Search interface of the CORE academic search engine

Science.gov is a fantastic resource as it bundles and offers free access to search results from more than 15 U.S. federal agencies. There is no need anymore to query all those resources separately!

  • Coverage: approx. 200 million articles and reports
  • Links to full text: ✔ (available for some databases)
  • Export formats: APA, MLA, RIS, BibTeX (available for some databases)

Search interface of Science.gov

Semantic Scholar is the new kid on the block. Its mission is to provide more relevant and impactful search results using AI-powered algorithms that find hidden connections and links between research topics.

  • Coverage: approx. 40 million articles
  • Export formats: APA, MLA, Chicago, BibTeX

Search interface of Semantic Scholar

Although Baidu Scholar's interface is in Chinese, its index contains research papers in English as well as Chinese.

  • Coverage: no detailed statistics available, approx. 100 million articles
  • Abstracts: only snippets of the abstract are available
  • Export formats: APA, MLA, RIS, BibTeX

Search interface of Baidu Scholar

RefSeek searches more than one billion documents from academic and organizational websites. Its clean interface makes it especially easy to use for students and new researchers.

  • Coverage: no detailed statistics available, approx. 1 billion documents
  • Abstracts: only snippets of the article are available
  • Export formats: not available

Search interface of RefSeek

Consider using a reference manager like Paperpile to save, organize, and cite your references. Paperpile integrates with Google Scholar and many popular databases, so you can save references and PDFs directly to your library using the Paperpile buttons:

scientific paper researchgate

Google Scholar is an academic search engine, and it is the clear number one when it comes to academic search engines. It's the power of Google searches applied to research papers and patents. It not only let's you find research papers for all academic disciplines for free, but also often provides links to full text PDF file.

Semantic Scholar is a free, AI-powered research tool for scientific literature developed at the Allen Institute for AI. Sematic Scholar was publicly released in 2015 and uses advances in natural language processing to provide summaries for scholarly papers.

BASE , as its name suggest is an academic search engine. It is hosted at Bielefeld University in Germany and that's where it name stems from (Bielefeld Academic Search Engine).

CORE is an academic search engine dedicated to open access research papers. For each search result a link to the full text PDF or full text web page is provided.

Science.gov is a fantastic resource as it bundles and offers free access to search results from more than 15 U.S. federal agencies. There is no need any more to query all those resources separately!

scientific paper researchgate

ResearchGate and Google Scholar: how much do they differ in publications, citations and different metrics and why?

  • Published: 27 January 2022
  • Volume 127 , pages 1515–1542, ( 2022 )

Cite this article

scientific paper researchgate

  • Vivek Kumar Singh   ORCID: orcid.org/0000-0002-7348-6545 1 ,
  • Satya Swarup Srichandan 1 &
  • Hiran H. Lathabai 1  

3102 Accesses

17 Citations

34 Altmetric

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ResearchGate has emerged as a popular professional network for scientists and researchers in a very short span. Similar to Google Scholar, the ResearchGate indexing uses an automatic crawling algorithm that extracts bibliographic data, citations, and other information about scholarly articles from various sources. However, it has been observed that the two platforms often show different publication and citation data for the same institutions, journals, and authors. While several previous studies analysed different aspects of ResearchGate and Google Scholar, the quantum of differences in publications, citations, and metrics between the two and the probable reasons for the same are not explored much. This article, therefore, attempts to bridge this research gap by analysing and measuring the differences in publications, citations, and different metrics of the two platforms for a large data set of highly cited authors. The results indicate that there are significantly high differences in publications and citations for the same authors captured by the two platforms, with Google Scholar having higher counts for a vast majority of the cases. The different metrics computed by the two platforms also differ in their values, showing different degrees of correlation. The coverage policy, indexing errors, author attribution mechanism, and strategy to deal with predatory publishing are found to be the main probable reasons for the differences in the two platforms.

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Acknowledgements

This work is partly supported by the extramural research grant no: MTR/2020/000625 from Science and Engineering Research Board (SERB), India, to the first author. The authors would also like to acknowledge that a pre-print version of this article is available on arXiv at: https://arxiv.org/abs/2105.13602 (Singh, Srichandan & Lathabai, 2021 ).

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Singh, V.K., Srichandan, S.S. & Lathabai, H.H. ResearchGate and Google Scholar: how much do they differ in publications, citations and different metrics and why?. Scientometrics 127 , 1515–1542 (2022). https://doi.org/10.1007/s11192-022-04264-2

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Received : 28 May 2021

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DOI : https://doi.org/10.1007/s11192-022-04264-2

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  • v.75(5); 2021 Oct

Predatory Journals and Publishers – Dilemmas: How to Assess it and How to Avoid it?

1 Academy of Medical Sciences of Bosnia and Herzegovina, Sarajevo, Bosnia and Herzegovina

2 World Academy of Art and Science (WAAS), 4225 Solano Avenue, Suite 631, Napa, CA 94558, USA

3 European Academy of Sciences and Arts, (EASA), Salzburg, Austria

1. WHY IS WRITTEN AND TO WHOM THIS EDITORIAL TARGETED?

A few days ago authors of the papers deposited on the ResearchGate platform informed us by a letter from the ResearchGate team titled: "A note on recent content takedowns" where has been noticed that ResearchGate recently received demands from two publishers: Elsevier and the American Chemical Society (ACS) - "to remove certain content that they alleged infringed their copyrights" ( 1 ).

The main statement of the ResearchGate (RG) is: "These types of requests are not new: we have received many similar requests from them in the past, and, in accordance with applicable law, have complied with them. But these most recent requests were notable because of the number of articles involved. Although privately stored files were not affected, the demands by Elsevier and ACS resulted in the removal of around 200,000 public files. In the context of a community of over 20 million researchers, this is unfortunate, rather than existential, but it has sparked an acute reaction from many of our members who believe in the importance of open science" ( 1 ). Further RG explains: "Some of you have commented on the serious nature of our communications with you regarding the removal of content. We appreciate that the tone of our messaging was rather direct. International laws require that we implement a policy regarding repeat takedown requests from publishers, and we felt duty-bound to communicate these policies to you in no uncertain terms. This is done for the protection of users and the benefit of the ResearchGate community" ( 1 ).

Concerning the future work (perspectives) RG stated: "Finally, we are mindful of recent changes in European copyright law in some countries, particularly relating to Article 17 of the Directive on Copyright in the Digital Single Market ( 2 ). While we believe we are not subject to such laws due to the nature of our business, we decided to nonetheless take advantage of advancements in technology which we believe will be beneficial for researchers. In particular, we have started implementing a new system - called "Jarvis" - which matches publisher rights information with user content at the time of upload. Where a publisher has provided the required information, Jarvis can prevent a researcher from unintentionally uploading content that is not allowed to be public. As always, it remains the responsibility of researchers to know and confirm their rights before uploading any content" ( 1 ).

The final message of the RG team sent to its users’ is: "The future of academic publishing is open. Let’s work together to unlock its true potential" ( 1 ).

According to this letter and content of the message from the RG team, as an experienced former and current Editor of a few indexed journals and prolific contributor and author of a lot of papers, especially in the Science Editing field and Scientometrics ( 3 - 9 ), let me expressed some views and comments regarding important facts and problems within Science Editing area and concerns of the scientific and academic community.

Two extremely important problems in scientific publishing represent plagiarism and predation. More and more authors of articles in this scientific field, in the absence of other opportunities to engage in science, in this period of the Corona pandemic crisis imposed as a devastating consequence, began to deal with these topics, write about plagiarism and predation, conduct meta-analyze, and recommend what and how authors, especially who are not close to the fields of Science Editing and Publishing, to deal (prevent and avoid) these issues.

So, it would be interesting to make a serious study and reveal to which fields do all the authors, who have written articles on these topics, so far belong, and what are their essential intentions in order to make advancement in science or produce something else?

This is the main reason why I wrote possible assumptions about both, in this Editorial.

Namely, from 2012 to 2015, I was a member of the European Association of Science Editors (EASE) Council. At my first meeting with a large number of editors of journals from several scientific fields from Europe and worldwide, held in Tallinn (Estonia) in December 2012, I publicly discussed the problem of plagiarism and unethical behavior in the field of Science Editing.

From then until today, I have published several articles on this issue ( 10 - 20 ), but also organized several scientific conferences in this area ( 21 , 22 ). Finally, with a group of like-minded people and fellow editors of biomedical journals in the Balkans, we have prepared several strategic documents ( 23 , 24 ) to try to prevent and reduce the problems in editing and publishing journals to a minimum, because these problems cannot be eradicated by any known methods and mechanisms. And there are many reasons for that.

Then, in 2013, at the meeting of EASE Council and journal's editors in Split (Croatia), I made one statement: that the job of an editor is difficult, stressful, arduous, and expensive. If you are a journal editor, your loved ones protest and hate you (because you steal the time you need to devote to them), some authors of articles (because we often do not accept their articles for publication), some of our contributors (because they hate this type of work), etc. The practice has caused me this feelings and impressions for attitude of others.

Let me elaborate and comment the mentioned two main problems in science and publishing, with main focus (emphasis) to predatory publishers and journals:

a) Plagiarism is probably the greatest problem in the academic community, especially in the Balkan region, which is not possible to solve it by Editors of the journals and academic institutions which are responsible for avoiding it in the practice as recommended by the Committee of Publishing Ethics (COPE) and other associations and bodies. In the Chapter 19 I authored in the book "A Guide to the Scientific Career" ( 25 ) I concluded that even we can check and detect online every submitted paper via computer system (by Plagiarism Checker(s) and a few other ICT types of equipment as help to us during editing papers, this problem is fully unsolvable.

Plagiarism is the most common way to compromise the academic integrity of the author. It is defined as illegal trespassing spiritual property that includes any use of other people's ideas, opinions or theories, either literally, or paraphrased, which does not mention the author and source of information ( 26 - 31 ). It is assumed that the most cited person in the academic community, scholars, and experts who have published their research results in one of the journals indexed in the references of the world-renowned databases and whose articles are available for assessment of their scientific validity through their representation in the form of abstracts or full article on the website of these on-line databases ( 3 - 6 ).

COPE Guidelines for prevention and dealing with plagiarism ( 32 ) are based on the ICMJE criteria ( 33 ), as well as guidelines and recommendations of other associations and documents, such as EASE ( 34 ), Council of Science Editors ( 35 ), "Sarajevo Declaration on Integrity and Visibility of Scholarly Journals" ( 23 ), etc.

b) Predatory in publishing is also very serious and somehow neglected problem in the scientific community worldwide without proper guidelines and approach for preventing and solving it ( 36 - 40 ). A special case for analysis is the role and significance of the effects of the List of Predatory Journals by American librarian Jeffrey Beall, whose "List of Potential Predatory journals" is cited by many authors, "based on his criteria that none of the world's scientific and academic institutions have analyzed or accredited, but which could be officially used" ( 41 , 42 ).

The Beall’s list has provoked a storm of outrage among thousands of publishers and editors of journals, who have been put in a position to be scientifically belittled by his criteria and list, and many authors to avoid them as potential journals in which to publish their articles. The authors which are quoting Beall and his list did not use a scientific method of meta-analyzing articles from his list in which they could confirm Beall's assessments and the content and quality of articles from the list of predatory journals ( 9 , 39 , 41 ).

An illustrative article by Refat Aljumili on a serious and critical approach has revealed what we have stated in this article: "The story of „Beall's List" started probably in early or late 2010 when a guy called Jeffrey Beall – a librarian at Auraria Library, University of Colorado, in Denver, Colorado – came up with a blog „Scholarly Open Access", as well as a list of questionable journals and publishers, or as Jeffrey Beall likes to call it „Potential, possible or probable predatory scholarly open-access publishers", and gave himself the right to ward academic scholarly publication" ( 41 ).

Shortly after this list was established, Jeffrey Beall added many open-access publishers to it and continued to update it regularly – by adding to the list and removing from it - and introduced many authors and researchers to the assumption that Open Access Journals (OAJ) are essentially "Predatory publishers and low-quality journals" ( 9 , 41 ).

Beall's background and intentions in particular came away believing that "Beall's list" is a recognized authority in evaluating scholarly journals ( 9 , 42 ). "Well, the truth is "Beall's list" has no affiliation to any governing body or organization accredited to scholarly publishing, and has no legal or academic value. If you follow some of Beall's work on his blog, and it makes no sense whatsoever!

His official web blog exposed the truth about Jeffrey Beall, particularly Walt Crawford's 2014 article "The Sad Case of Jeffrey Beall - Case and Insights", which provides a very detailed history about OAJs and directly addresses some of the broader issues with "Beall's list" ( 9 , 42 ).

Additionally, as an example and argument, we can present a few cases in our practice, who can prove my statement: A case of Hatixhe-Latifi Pupovci and Taulant Muka (both cases presented in power presentation and deposited on www.avicenapublisher.org ( 43 ), were publisher explained the un-ethical behavior of them, but who causes Beall's decision about putting Avicena's name on his list ( Figure 1 ).

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Another case is presented in Figure 2 , where the falsified Memo of Medical Archives journal by somebody without reasons why and for what purpose. We still research reasons and who have done it.

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Additional examples are a few another cases - the journals from Bosnia and Herzegovina (B&H) accepted for indexing in the Scopus database as unprofessional and unethical examples. The journal "Folia Medica Facultatis Medicinae Universitatis Saraeviensis" ( 44 ), which was also accepted to Scopus several years ago without serious evaluation (re-established after more than 20 years of break). It is stated that its last issue is printed in March 2019, and the journal is signed as a Croatian journal that belongs to the University of Zagreb (Croatia). But the journal is published in Sarajevo (B&H), and its h-index is 1 ( 45 ). Other examples of mistakes of Scopus are two journals from Bosnia and Herzegovina: Acta Medica Academica (AMA) ( http://ama.ba/index.php/ama/about ) and Medicina Academica Mostariensia (MAM) ( https://lnss-bosnia-herzegovina.libguides.com/c.php?g=669777&p=4819669 )), which Scopus accepted for indexing without checking when they have been founded, what was the name when journal started with printing, when stopped to print it and when re-started with a new name without mentioning breaking continuity of printing. AMA was printed almost 40 years as an Annual of Academy of Sciences and Arts of BiH and MAM is printing as a supplement of Psychiatria Danubina (the publisher is Medicinska Naklada, Zagreb, founded in 2013). The same case is new established Journal of Science, Arts and Religion (founded in 2021), which is published as a supplement of Psychiatria Danubina journal (Medicinska naklada, Zagreb, and in Impressum of the journal is written that journal is indexed in the same databases as Psychiatria Danubina ( https://hrcak.srce.hr/index.php?show=toc&id_broj=20451&lang=en ). Both of mentioned journals are out of scope of Psychiatria Danubina journal. There are a lot of similar examples in other countries, but nobody analyzed the current problems.

But, the Scopus expert's evaluation team rejected Medical Archives and Materia Socio-Medica journals to include them in the Scopus database because Publisher Avicena is on Beall's list. The same situation is with the WoS evaluation team. A lot of other journal's cases "suffering" as consequences of following opinion/assessment of bibliographer's expert Beall's standards about the state of him - who is the predator.

2. THE REAL AND FINAL OBSERVATIONS ABOUT VARIOUS CONSEQUENCES PREDATORY CAN PRODUCE

Furthermore, in the last 10 years, with exponential progression, both invited and uninvited, informed and uninformed, those with experience and those without it in this scientific sphere, have embarked on various debates about predation - about the problem that reminds us by e-mail messages from predatory publishers and journals in our inboxes we are receiving almost every day. We get PDF versions of the published publications of various authors around the world, who think about predation and give their criticisms and "judgments", very often unsubstantiated and inaccurate, and rely on the now well-known "Beall's list" of predator's publishers and journals.

I have taken it upon myself to express my opinion and judgment in this Editorial on the occasion of a recent debate initiated by a group of authors.

I believe, as well as my close associates in this journal, that both in the previously cited articles, are somewhat right, but above all their debate pointed to a key problem - that Beal's list is not transparent enough. Jeffrey Beall, the librarian by academic basic activity (Ph.D. in the field of librarianship), has taken upon himself the responsibility to (and only it/he) to make a list of predators of journal publishers according to some of his criteria and standards. In his superficial opinion and without proper analysis and evidence, he put publishers on some kind of "black list", not thinking about consequences, that these publishers do other jobs and make a living from those jobs. And the harm he caused in manner ruined those jobs by tarnishing their name. And he has not been adequately sanctioned for such behavior so far. On the contrary, quoting his views and actions, the mentioned authors give him formality as if they were in order and, by God (Beall), allow the public to settle accounts with publishers and editors based on them. On the other hand, it is clear that Springer, as a publisher, is trying to hide the fact that it is a predatory organization, at least when it comes to Frontiers.

An open debate is going on in 2021 about a published paper by two Polish authors in the following dynamics:

  • On Feb. 7, 2021, Vít Macháček và Martin Srholec from Charles University published this paper "Predatory publishing in Scopus: evidence on cross-country differences" in Scientometrics ( 46 );
  • A day later, Nature comments about this news that Scopus has stopped adding content from most of the flagged titles, but the analysis highlights how poor-quality science is infiltrating literature ( 47 );
  • On 6/5, Fred Fenter, Editor of Frontiers publisher requested Scientometrics to retract that paper due to mention about 29 journals of Frontiers ( 48 );
  • On 19/5, the authors of the paper, Martin Srholec and Vít Macháček, sent a letter of response to the Editor-in-Chief of Scientometrics, Wolfgang Glänzel ( 49 );
  • After that, Editor-in-Chief (EIC) of Scientometrics send this paper for post-publication review.
  • On 12/7, the authors of the paper, Vít Macháček và Martin Srholec, replied to reviewer's comments ( 50 );
  • On 17/8, EIC of Scientometrics decided to retract this paper ( 51 );
  • The Editor of Scientometrics is Ismael Rafols, from Leiden University, The Netherlands, decided to resign against this EIC's decision;
  • On 9/9, another editor of Scientometrics, Cassidy Sugimoto, from Georgia University (USA), (President of the International Society for Scientometrics and Informetrics) requested to withdraw the decision of retraction as this paper was corrected;
  • The EIC of Scientometrics Fred Fenter kept silent and did not reply to any comment;
  • Many comments related to this paper are favoring authors. They doubted that Springer hold the stock of Frontiers and they needed to retract this paper to save Frontiers. Both of the authors strongly disagree with the retraction, because there is no credible academic justification for it ( 52 ).

We think that – to take a side with any of them in this debate will not contribute anything, on the contrary, it can do more harm. Such zealots are ready for any lawsuits and other methods of inflicting harm on anyone who tells them something that does not suit them.

As the ResearchGate team stated, the decision by Elsevier and ACS to simply remove content "is disappointing to the entire research community, not just because of the loss to science and researchers, but because there is a better way. Publishers such as Springer Nature and Wiley are working with us to explore the opportunities that openness unlocks for all actors in the scholarly publishing ecosystem, with the researcher at the center. Specifically, through ( 1 ) content syndication program, these publishers have placed their content on ResearchGate (not taken it away) and made it seamlessly available to eligible researchers". "This drives the consumption of content, reaches new audiences, and makes discovery and access easier for the researcher. This is the path for a brighter future in science" ( 1 ).

3. PREDATORY IN SCIENCE EDITING - FROM MY POINT OF VIEW

Namely, predation in publishing is mostly a consequence, not a cause. Predation arose because there was a complete formalization in official science, or only points of published papers are important for getting a job at universities and elsewhere. Few people wonder what is written in these articles. Since this is the case, and a job at a university or institute means a good salary and social influence, through which additional money can be earned, every year more and more cunning and immoral people, with published papers by predatory publishers and journals, go to universities and institutes, who do not choose the means to achieve that goal (money and influence). They are not interested in science or profession, only money, and influence, in a word, the POWER. To achieve that as soon as possible, they are ready for anything, and to invest (especially other people's money, for example in college) just to get to the credits, which they will later charge heavily. Predatory journals have only emerged due to high demand, or a large number of such authors described in this text.

Publishing, which is not predatory officially, is present in the Balkans, and some previously known publishers failed only because they traded publications, and in much darker ways than paying with money. There are many (which are just the tip of the iceberg) predatory practices, false reviews, "friendly" reviews, commissioned works from the pharmaceutical industry, etc., just as in reputable journals.

One of perhaps the most realistic and key solutions could be a GLOBAL appeal to the only possible thing that can save science from this horde of cunning liars and thieves IS its their complete separation from money and social influence.

How to achieve this perhaps utopian goal is neither easy nor a job for one individual or institution, but an invitation to all well-meaning scientists, especially those with editorial experience, to create standards and guidelines on how this problem can be solved or even aleviated globally - perhaps step by step.

4. CONCLUSION

The story of "Beall's List" induced and spoiled a lot of matters in the science editing area. Since 2010, this list has disavowed many authors and discouraged them from possibly applying their article to a journal to which they would potentially send an article for publication, but the "Beall's List" discourages them from deciding yes or no.

Many under-informed authors on predation in scientific publishing - who have probably never edited or published journals in their careers, scientific, academic or otherwise, with their analyzes, very often unfounded on real facts, which was one of the reasons for some journal or publisher found on the "Beall's List", undermine the author's doubts about their decisions, when it comes to where, when and to whom to send an article with the results of their study.

The most important fact is that Editors and reviewers of the submitted papers to some journals need to approach the evaluation of manuscripts submitted to journals with higher responsibility. Editors and reviewers should not reject articles without arguments, nor accept articles without checking that the submitted articles are written following the appropriate elements of the methodology that guarantee impartiality and proper application of statistics, all in order to reach the scientific truth in medicine. Besides, looking/checking is journal potentially deposited on Beall's list.

Regarding Copyright rules and necessary documents which every author and co-authors need to signed and deposit during the submission of their papers on the websites of the journals, publishers and authors have different opinions: that their upload does not qualify as infringement. Some have variously stated that their content was the subject of a rights buyout and is now open access, the content has passed its embargo period, or the content cannot be restricted because it is a government-created work. Others have an opinion that they never signed copyright transfer agreements and that therefore they still own their works. But, if we want to miss problems like it was described in this text, the author must strictly follow rules of IJCME, EASE, COPE, Sarajevo Declaration on Integrity and Visibility of Scholarly Journals and sign all necessary documents which will prove that the presented content and results written in the submitted paper are legal and fully protected with appropriate bodies in academic or scientific institutions were author work and executed their investigation and research.

Acknowledgments:

I thank academicians Doncho Donev, Slobodan Jankovic and Muharem Zildzic for critical review of the text before sending it to the print.

Author’s contribution:

Author was involved in all steps of preparation this article, including final proofreading:

Conflict of interest:

None declared.

Financial support and sponsorship:

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How is elsevier supporting the stm principles on article sharing.

Elsevier supports the  STM Article Sharing Principles opens in new tab/window , alongside other publishers, and we are keen to provide additional clarity for researchers, libraries and also to other hosting platforms about how to share and reuse research published by Elsevier. We have put in place a  sharing policy  and a  hosting policy  to make it easier to understand what researchers can and cannot do in different situations. We are committed to addressing some of the shared challenges the industry faces, for example, by developing technology solutions to facilitate sharing across different platforms.

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Green open access is the result of making a version of a subscription article available to everyone, following a time delay called an embargo period. Our  sharing policy  gives authors guidelines about how they can do this and also how to share their articles in other ways. For example, they may want to share their latest paper with colleagues, students or other members of an online working group.

How does the sharing policy relate to the rights authors have in the license agreements?

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NASA, ESA Missions Help Scientists Uncover How Solar Wind Gets Energy

Since the 1960s, astronomers have wondered how the Sun’s supersonic “solar wind,” a stream of energetic particles that flows out into the solar system, continues to receive energy once it leaves the Sun. Now, thanks to a lucky lineup of a NASA and an ESA (European Space Agency)/NASA spacecraft both currently studying the Sun, they may have discovered the answer — knowledge that is a crucial piece of the puzzle to help scientists better forecast solar activity between the Sun and Earth.

A paper published in the Aug. 30, 2024, issue of the journal Science provides persuasive evidence that the fastest solar winds are powered by magnetic “switchbacks,” or large kinks in the magnetic field, near the Sun.

“Our study addresses a huge open question about how the solar wind is energized and helps us understand how the Sun affects its environment and, ultimately, the Earth,” said Yeimy Rivera, co-leader of the study and a postdoctoral fellow at the Smithsonian Astrophysical Observatory, part of Center for Astrophysics | Harvard & Smithsonian. “If this process happens in our local star, it’s highly likely that this powers winds from other stars across the Milky Way galaxy and beyond and could have implications for the habitability of exoplanets.”

Previously, NASA’s Parker Solar Probe found that these switchbacks were common throughout the solar wind. Parker, which became the first craft to enter the Sun's magnetic atmosphere in 2021, allowed scientists to determine that switchbacks become more distinct and more powerful close to the Sun. Up to now, however, scientists lacked experimental evidence that this interesting phenomenon actually deposits enough energy to be important in the solar wind.

“About three years ago, I was giving a talk about how fascinating these waves are,” said co-author Mike Stevens, astrophysicist at the Center for Astrophysics. “At the end, an astronomy professor stood up and said, ‘that's neat, but do they actually matter?’”

To answer this, the team of scientists had to use two different spacecraft. Parker is built to fly through the Sun’s atmosphere, or “corona.” ESA's and NASA’s Solar Orbiter mission is also on an orbit that takes it relatively close to the Sun, and it measures solar wind at larger distances. 

The discovery was made possible because of a coincidental alignment in February 2022 that allowed both Parker Solar Probe and Solar Orbiter to measure the same solar wind stream within two days of each other. Solar Orbiter was almost halfway to the Sun while Parker was skirting the edge of the Sun's magnetic atmosphere.

A large portion of the Sun fills most of the image, with a peak of black space on the top right corner. Surrounding the Sun is waves of the solar atmosphere, appearing net-like. The Parker Solar Probe spacecraft is small and flying into the atmosphere.

“We didn't initially realize that Parker and Solar Orbiter were measuring the same thing at all. Parker saw this slower plasma near the Sun that was full of switchback waves, and then Solar Orbiter recorded a fast stream which had received heat and with very little wave activity,” said Samuel Badman, astrophysicist at the Center for Astrophysics and the other co-lead of the study. “When we connected the two, that was a real eureka moment.”

Scientists have long known that energy is moved throughout the Sun‘s corona and the solar wind, at least in part, through what are known as "Alfvén waves.” These waves transport energy through a plasma, the superheated state of matter that makes up the solar wind.

However, how much the Alfvén waves evolve and interact with the solar wind between the Sun and Earth couldn't be measured — until these two missions were sent closer to the Sun than ever before, at the same time. Now, scientists can directly determine how much energy is stored in the magnetic and velocity fluctuations of these waves near the corona, and how much less energy is carried by the waves farther from the Sun.

The new research shows that the Alfvén waves in the form of switchbacks provide enough energy to account for the heating and acceleration documented in the faster stream of the solar wind as it flows away from the Sun. 

“It took over half a century to confirm that Alfvenic wave acceleration and heating are important processes, and they happen in approximately the way we think they do,” said John Belcher, emeritus professor from the Massachusetts Institute of Technology who co-discovered Alfvén waves in the solar wind but was not involved in this study.

In addition to helping scientists better forecast solar activity and space weather, such information helps us understand mysteries of the universe elsewhere and how Sun-like stars and stellar winds operate everywhere.

“This discovery is one of the key puzzle pieces to answer the 50-year-old question of how the solar wind is accelerated and heated in the innermost portions of the heliosphere, bringing us closer to closure to one of the main science objectives of the Parker Solar Probe mission,” said Adam Szabo, Parker Solar Probe mission science lead at NASA.

By Megan Watzke Center for Astrophysics | Harvard & Smithsonian

Related Terms

  • Goddard Space Flight Center
  • Heliophysics
  • Heliophysics Division
  • Parker Solar Probe (PSP)
  • Science & Research
  • Science Mission Directorate
  • Solar Flares
  • Solar Orbiter
  • Solar Science
  • Space Weather
  • The Sun & Solar Physics

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Computer Science > Neural and Evolutionary Computing

Title: spiking diffusion models.

Abstract: Recent years have witnessed Spiking Neural Networks (SNNs) gaining attention for their ultra-low energy consumption and high biological plausibility compared with traditional Artificial Neural Networks (ANNs). Despite their distinguished properties, the application of SNNs in the computationally intensive field of image generation is still under exploration. In this paper, we propose the Spiking Diffusion Models (SDMs), an innovative family of SNN-based generative models that excel in producing high-quality samples with significantly reduced energy consumption. In particular, we propose a Temporal-wise Spiking Mechanism (TSM) that allows SNNs to capture more temporal features from a bio-plasticity perspective. In addition, we propose a threshold-guided strategy that can further improve the performances by up to 16.7% without any additional training. We also make the first attempt to use the ANN-SNN approach for SNN-based generation tasks. Extensive experimental results reveal that our approach not only exhibits comparable performance to its ANN counterpart with few spiking time steps, but also outperforms previous SNN-based generative models by a large margin. Moreover, we also demonstrate the high-quality generation ability of SDM on large-scale datasets, e.g., LSUN bedroom. This development marks a pivotal advancement in the capabilities of SNN-based generation, paving the way for future research avenues to realize low-energy and low-latency generative applications. Our code is available at this https URL .
Comments: Accepted by IEEE Transactions on Artificial Intelligence
Subjects: Neural and Evolutionary Computing (cs.NE); Computer Vision and Pattern Recognition (cs.CV)
Cite as: [cs.NE]
  (or [cs.NE] for this version)
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  27. [2408.16467v1] Spiking Diffusion Models

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