Maze learning by a hybrid brain-computer system
The combination of biological and artificial intelligence is particularly driven by two major strands of research: one involves the control of mechanical, usually prosthetic, devices by conscious biological subjects, whereas the other involves the control of animal behaviour by stimulating nervous s...
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| Published in | Scientific reports Vol. 6; no. 1; p. 31746 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
London
Nature Publishing Group UK
13.09.2016
Nature Publishing Group |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2045-2322 2045-2322 |
| DOI | 10.1038/srep31746 |
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| Abstract | The combination of biological and artificial intelligence is particularly driven by two major strands of research: one involves the control of mechanical, usually prosthetic, devices by conscious biological subjects, whereas the other involves the control of animal behaviour by stimulating nervous systems electrically or optically. However, to our knowledge, no study has demonstrated that spatial learning in a computer-based system can affect the learning and decision making behaviour of the biological component, namely a rat, when these two types of intelligence are wired together to form a new intelligent entity. Here, we show how rule operations conducted by computing components contribute to a novel hybrid brain-computer system, i.e., ratbots, exhibit superior learning abilities in a maze learning task, even when their vision and whisker sensation were blocked. We anticipate that our study will encourage other researchers to investigate combinations of various rule operations and other artificial intelligence algorithms with the learning and memory processes of organic brains to develop more powerful cyborg intelligence systems. Our results potentially have profound implications for a variety of applications in intelligent systems and neural rehabilitation. |
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| AbstractList | The combination of biological and artificial intelligence is particularly driven by two major strands of research: one involves the control of mechanical, usually prosthetic, devices by conscious biological subjects, whereas the other involves the control of animal behaviour by stimulating nervous systems electrically or optically. However, to our knowledge, no study has demonstrated that spatial learning in a computer-based system can affect the learning and decision making behaviour of the biological component, namely a rat, when these two types of intelligence are wired together to form a new intelligent entity. Here, we show how rule operations conducted by computing components contribute to a novel hybrid brain-computer system, i.e., ratbots, exhibit superior learning abilities in a maze learning task, even when their vision and whisker sensation were blocked. We anticipate that our study will encourage other researchers to investigate combinations of various rule operations and other artificial intelligence algorithms with the learning and memory processes of organic brains to develop more powerful cyborg intelligence systems. Our results potentially have profound implications for a variety of applications in intelligent systems and neural rehabilitation. |
| ArticleNumber | 31746 |
| Author | Su, Lijuan Zheng, Nenggan Gao, Liqiang Wu, Zhaohui Zheng, Xiaoxiang Zhang, Shaowu |
| Author_xml | – sequence: 1 givenname: Zhaohui surname: Wu fullname: Wu, Zhaohui organization: College of Computer Science and Technology, Zhejiang University – sequence: 2 givenname: Nenggan surname: Zheng fullname: Zheng, Nenggan email: zng@cs.zju.edu.cn organization: Qiushi Academy for Advanced Studies, Zhejiang University – sequence: 3 givenname: Shaowu surname: Zhang fullname: Zhang, Shaowu organization: Research School of Biology, the Australian National University – sequence: 4 givenname: Xiaoxiang surname: Zheng fullname: Zheng, Xiaoxiang organization: Qiushi Academy for Advanced Studies, Zhejiang University, Department of Biomedical Engineering, Zhejiang University – sequence: 5 givenname: Liqiang surname: Gao fullname: Gao, Liqiang organization: College of Computer Science and Technology, Zhejiang University, Qiushi Academy for Advanced Studies, Zhejiang University – sequence: 6 givenname: Lijuan surname: Su fullname: Su, Lijuan organization: College of Computer Science and Technology, Zhejiang University |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/27619326$$D View this record in MEDLINE/PubMed |
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| CitedBy_id | crossref_primary_10_1007_s00146_024_02123_7 crossref_primary_10_1109_JSEN_2023_3291870 crossref_primary_10_1109_MIS_2016_105 crossref_primary_10_1155_2017_1864321 crossref_primary_10_1631_jzus_A1800260 crossref_primary_10_1007_s12204_022_2488_4 crossref_primary_10_1155_2018_6264124 crossref_primary_10_1360_TB_2023_0186 crossref_primary_10_1109_ACCESS_2020_2994360 crossref_primary_10_1360_TB_2022_0338 crossref_primary_10_1523_ENEURO_0216_22_2022 crossref_primary_10_1155_2020_8871626 crossref_primary_10_1631_FITEE_1601660 |
| Cites_doi | 10.1037/h0061626 10.1126/science.283.5398.77 10.1038/nature11076 10.1109/TBME.2009.2015460 10.1073/pnas.0501440102 10.1038/nn.3265 10.1038/nature06996 10.1016/S0140-6736(12)61816-9 10.1016/j.beproc.2010.04.007 10.1038/ncomms2497 10.1016/j.neulet.2009.01.035 10.1038/417037a 10.1016/j.physbeh.2005.03.007 10.1631/jzus.2007.A0323 10.1126/science.1151564 10.3389/neuro.07.024.2009 10.1038/35073582 10.1088/1741-2560/8/4/046017 10.1016/S0957-4174(99)80008-6 10.1109/MIS.2013.137 10.14429/dsj.60.11 10.46867/IJCP.2006.19.03.04 10.1109/BIOROB.2006.1639063 10.1007/978-3-642-00264-9_9 |
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| SubjectTerms | 639/166/985 639/705/258 Algorithms Artificial intelligence Decision making Humanities and Social Sciences Maze learning multidisciplinary Rehabilitation Science Spatial discrimination learning Spatial memory Studies Vibrissae |
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| Title | Maze learning by a hybrid brain-computer system |
| URI | https://link.springer.com/article/10.1038/srep31746 https://www.ncbi.nlm.nih.gov/pubmed/27619326 https://www.proquest.com/docview/1899075283 https://www.proquest.com/docview/1819430350 https://pubmed.ncbi.nlm.nih.gov/PMC5020320 https://doi.org/10.1038/srep31746 |
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