{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,28]],"date-time":"2026-03-28T05:58:21Z","timestamp":1774677501173,"version":"3.50.1"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2014,3,5]],"date-time":"2014-03-05T00:00:00Z","timestamp":1393977600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientometrics"],"published-print":{"date-parts":[[2014,11]]},"DOI":"10.1007\/s11192-014-1262-2","type":"journal-article","created":{"date-parts":[[2014,3,4]],"date-time":"2014-03-04T05:50:55Z","timestamp":1393912255000},"page":"1375-1389","source":"Crossref","is-referenced-by-count":65,"title":["How to combine term clumping and technology roadmapping for newly emerging science &amp; technology competitive intelligence: \u201cproblem &amp; solution\u201d pattern based semantic TRIZ tool and case study"],"prefix":"10.1007","volume":"101","author":[{"given":"Yi","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiao","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alan L.","family":"Porter","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jose M.","family":"Vicente Gomila","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,3,5]]},"reference":[{"issue":"3","key":"1262_CR1","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1002\/sys.21199","volume":"15","author":"TD Blackburn","year":"2012","unstructured":"Blackburn, T. D., Mazzuchi, T. A., & Sarkani, S. (2012). Using a TRIZ framework for system engineering trade studies. Systems Engineering, 15(3), 355\u2013367.","journal-title":"Systems Engineering"},{"issue":"4","key":"1262_CR2","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1145\/2133806.2133826","volume":"55","author":"D Blei","year":"2012","unstructured":"Blei, D. (2012). Probabilistic topic models. Communications of the ACM, 55(4), 77\u201384.","journal-title":"Communications of the ACM"},{"key":"1262_CR3","first-page":"993","volume":"3","author":"D Blei","year":"2003","unstructured":"Blei, D., Ng, A., & Jordan, M. (2003). Latent Dirichlet allocation. Journal of Machine Learning Research, 3, 993\u20131022.","journal-title":"Journal of Machine Learning Research"},{"key":"1262_CR4","doi-asserted-by":"crossref","unstructured":"Cascini, G., Fantechi, A., & Spinicci, E. (2004). Natural language processing of patents and technical documentation. In Document Analysis Systems VI (pp. 508\u2013520).","DOI":"10.1007\/978-3-540-28640-0_48"},{"key":"1262_CR5","doi-asserted-by":"crossref","first-page":"863","DOI":"10.1007\/s11192-011-0420-z","volume":"88","author":"S Choi","year":"2011","unstructured":"Choi, S., Yoon, J., Kim, K., Lee, J., & Kim, C. (2011). SAO network analysis of patents for technology trends identification: A case study of polymer electrolyte membrane technology in proton exchange membrane fuel cells. Scientometrics, 88, 863\u2013883.","journal-title":"Scientometrics"},{"key":"1262_CR6","unstructured":"Goldfire Innovator, http:\/\/inventionmachine.com\/products-and-services\/innovation-software\/goldfire-innovator\/ . Accessed January 1, 2013."},{"issue":"1","key":"1262_CR7","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1504\/IJTIP.2006.010511","volume":"2","author":"C Kerr","year":"2006","unstructured":"Kerr, C., Mortara, L., Phaal, R., & Probert, D. (2006). A conceptual model for technology intelligence. International Journal of Technology Intelligence and Planning, 2(1), 73\u201393.","journal-title":"International Journal of Technology Intelligence and Planning"},{"key":"1262_CR8","doi-asserted-by":"crossref","unstructured":"Kim, Y., Tian, Y., Jeong, Y., Ryu, J., & Myaeng, S. (2009). Automatic discovery of technology trends from patent text. Proceedings of the 2009 ACM symposium on Applied Computing, Hawaii, USA.","DOI":"10.1145\/1529282.1529611"},{"key":"1262_CR9","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1016\/S0040-1625(03)00048-9","volume":"71","author":"RN Kostoff","year":"2004","unstructured":"Kostoff, R. N., Boylan, R., & Simons, G. R. (2004). Disruptive technology roadmaps. Technological Forecasting and Social Change, 71, 141\u2013159.","journal-title":"Technological Forecasting and Social Change"},{"issue":"3","key":"1262_CR11","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1111\/j.1467-9310.2005.00390.x","volume":"35","author":"MG Moehrle","year":"2005","unstructured":"Moehrle, M. G. (2005). How combinations of TRIZ tools are used in companies\u2014Results of a cluster analysis. R&D Management, 35(3), 285\u2013296.","journal-title":"R&D Management"},{"issue":"5","key":"1262_CR12","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1111\/j.1467-9310.2005.00408.x","volume":"35","author":"MG Moehrle","year":"2005","unstructured":"Moehrle, M. G., Walter, L., Geritz, A., & M\u00fcller, S. (2005). Patent-based Inventor profiles as a basis for human resource decisions in research and development. R&D Management, 35(5), 513\u2013524. doi: 10.1111\/j.1467-9310.2005.00408.x .","journal-title":"R&D Management"},{"key":"1262_CR13","unstructured":"Nakagawa, T. (2001). Introduction to TRIZ: A technological philosophy for creative problem solving. The 23rd Annual Symposium of Japan Creativity Society, Tokyo, Japan."},{"key":"1262_CR14","unstructured":"Newman, N. C., Porter, A. L., Newman, D., Courseault-Trumbach, C., & Bolan, D. (2012). Comparing methods to extract technical content for technological intelligence, Proceedings of Portland International Conference on Management of Engineering and Technology, Vancouver, Canada."},{"issue":"6346","key":"1262_CR15","doi-asserted-by":"crossref","first-page":"737","DOI":"10.1038\/353737a0","volume":"353","author":"B O\u2019Regan","year":"1991","unstructured":"O\u2019Regan, B., & Gr\u00e4tzel, M. (1991). A low-cost, high efficiency solar-cell based on dye-sensitized colloidal TiO2 films. Nature, 353(6346), 737\u2013740.","journal-title":"Nature"},{"key":"1262_CR16","volume-title":"Tech mining: Exploiting new technologies for competitive advantage","author":"AL Porter","year":"2005","unstructured":"Porter, A. L., & Cunningham, S. W. (2005). Tech mining: Exploiting new technologies for competitive advantage. New York: Wiley."},{"key":"1262_CR17","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1016\/0040-1625(95)00022-3","volume":"49","author":"AL Porter","year":"1995","unstructured":"Porter, A. L., & Detampel, M. J. (1995). Technology opportunity analysis. Technological Forecasting and Social Change, 49, 237\u2013255.","journal-title":"Technological Forecasting and Social Change"},{"key":"1262_CR18","volume-title":"Simplified TRIZ: New problem solving applications for engineers and manufacturing professionals","author":"K Rantanen","year":"2008","unstructured":"Rantanen, K., & Domb, E. (2008). Simplified TRIZ: New problem solving applications for engineers and manufacturing professionals (2nd ed.). New York: Auerbach Publications.","edition":"2"},{"key":"1262_CR19","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1007\/978-2-8178-0169-8_8","volume":"3","author":"C Rizzi","year":"2011","unstructured":"Rizzi, C. (2011). TRIZ and intelligence property management. Research in Interactive Design, 3, 123\u2013128.","journal-title":"Research in Interactive Design"},{"key":"1262_CR20","doi-asserted-by":"crossref","DOI":"10.1201\/9781420038958","volume-title":"Engineering of creativity (Introduction to TRIZ Methodology of Inventive Problem Solving)","author":"SD Savransky","year":"2000","unstructured":"Savransky, S. D. (2000). Engineering of creativity (Introduction to TRIZ Methodology of Inventive Problem Solving). Florida: CRC Press LLC."},{"issue":"5","key":"1262_CR21","doi-asserted-by":"crossref","first-page":"413","DOI":"10.1080\/09511920601160106","volume":"20","author":"M Shahbazpour","year":"2007","unstructured":"Shahbazpour, M., & Seidel, R. (2007). Strategic manufacturing system and process innovation through elimination of trade-offs. International Journal of Computer Integrated Manufacturing, 20(5), 413\u2013422.","journal-title":"International Journal of Computer Integrated Manufacturing"},{"key":"1262_CR22","volume-title":"A conceptual design tool for engineer: An amalgamation of theory of constraints, theory of inventive problem solving and logic","author":"RL Stephen","year":"2002","unstructured":"Stephen, R. L. (2002). A conceptual design tool for engineer: An amalgamation of theory of constraints, theory of inventive problem solving and logic. Virginia: Old Dominion University."},{"issue":"6","key":"1262_CR23","doi-asserted-by":"crossref","first-page":"660","DOI":"10.1177\/0165551506076401","volume":"33","author":"C Trumbach","year":"2007","unstructured":"Trumbach, C., & Payne, D. (2007). Identifying synonymous concepts in preparation for technology mining. Journal of Information Science, 33(6), 660\u2013677.","journal-title":"Journal of Information Science"},{"key":"1262_CR24","unstructured":"VantagePoint, www.theVantagePoint.com . Accessed January 1, 2013."},{"key":"1262_CR25","unstructured":"Verbitsky, M. (2004). Semantic TRIZ.triz-journal.com. http:\/\/www.triz-journal.com\/archives\/2004\/ . Accessed January 18, 2013."},{"key":"1262_CR26","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/j.techfore.2003.10.003","volume":"71","author":"ST Walsh","year":"2004","unstructured":"Walsh, S. T. (2004). Roadmapping a disruptive technology: A case study\u2014the emerging microsystems and top-down nanosystems industry. Technological Forecasting and Social Change, 71, 161\u2013185.","journal-title":"Technological Forecasting and Social Change"},{"issue":"2","key":"1262_CR27","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1061\/(ASCE)0742-597X(2000)16:1(23)","volume":"12","author":"ST Walsh","year":"2000","unstructured":"Walsh, S. T., & Linton, J. (2000). Infrastructure for emerging markets based on discontinuous innovations. Engineering Management Journal, 12(2), 23\u201331.","journal-title":"Engineering Management Journal"},{"key":"1262_CR28","doi-asserted-by":"crossref","first-page":"2927","DOI":"10.1016\/j.eswa.2011.08.154","volume":"39","author":"J Yoon","year":"2012","unstructured":"Yoon, J., & Kim, K. (2012). Trend perceptor: A property\u2014function based technology intelligence system for identifying technology trends from patents. Expert Systems with Applications, 39, 2927\u20132938.","journal-title":"Expert Systems with Applications"},{"issue":"6","key":"1262_CR30","doi-asserted-by":"crossref","first-page":"707","DOI":"10.1080\/09537325.2013.803064","volume":"25","author":"Y Zhang","year":"2013","unstructured":"Zhang, Y., Guo, Y., Wang, X., Zhu, D., & Porter, A. L. (2013a). A hybrid visualization model for technology roadmapping: bibliometrics, qualitative methodology, and empirical study. Technology Analysis & Strategic Management, 25(6), 707\u2013724.","journal-title":"Technology Analysis & Strategic Management"},{"key":"1262_CR32","author":"Y Zhang","year":"2013","unstructured":"Zhang, Y., Zhou, X., Porter, A. L., & Vicente-Gomila, J. M. (2013b). Triple helix innovation in China\u2019s dye-sensitized solar cell industry: Hybrid Methods with semantic TRIZ and technology roadmapping. Scientometrics. doi: 10.1007\/s11192-013-1090-9 .","journal-title":"Scientometrics"},{"key":"1262_CR31","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Porter, A. L., Hu, Z., Guo, Y., & Newman, N. C. (2014). \u201cTerm Clumping\u201d for technical intelligence: A case study on dye-sensitized solar cells. Technological Forecasting & Social Change. doi: 10.1016\/j.techfore.2013.12.019 .","DOI":"10.1016\/j.techfore.2013.12.019"},{"key":"1262_CR33","doi-asserted-by":"crossref","first-page":"495","DOI":"10.1016\/S0040-1625(01)00157-3","volume":"69","author":"D Zhu","year":"2002","unstructured":"Zhu, D., & Porter, A. L. (2002). Automated extraction and visualization of information for technological intelligence and forecasting. Technological Forecasting and Social Change, 69, 495\u2013506.","journal-title":"Technological Forecasting and Social Change"}],"container-title":["Scientometrics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11192-014-1262-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11192-014-1262-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11192-014-1262-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,1]],"date-time":"2019-06-01T09:34:34Z","timestamp":1559381674000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11192-014-1262-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,3,5]]},"references-count":31,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2014,11]]}},"alternative-id":["1262"],"URL":"https:\/\/doi.org\/10.1007\/s11192-014-1262-2","relation":{},"ISSN":["0138-9130","1588-2861"],"issn-type":[{"value":"0138-9130","type":"print"},{"value":"1588-2861","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,3,5]]}}}