{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,6]],"date-time":"2026-04-06T14:56:51Z","timestamp":1775487411805,"version":"3.50.1"},"reference-count":52,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2022,5,26]],"date-time":"2022-05-26T00:00:00Z","timestamp":1653523200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Research Grant of Hibah PUTI Q2 Universitas Indonesia","award":["NKB-677\/UN2.RST\/HKP.05.00\/2022"],"award-info":[{"award-number":["NKB-677\/UN2.RST\/HKP.05.00\/2022"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Informatics"],"abstract":"<jats:p>The Indonesian spectrum usage fees\u2014the so-called Biaya Hak Pengguna Frekuensi Izin Pita Frekuensi Radio (BHP IPFR)\u2014are currently calculated using a formula determined by the three following main parameters: the frequency band, the country\u2019s economic parameter, and the nationwide population. As spectrum usage fees are proportional to the width of the bandwidth, the current formula would result in an extremely high price when applied to 5G-mmWave private networks, with the cost burden being a direct consequence for the service operator. In this paper, we propose the formulation of a new spectrum usage fee for 5G-mmWave private network implementation in Indonesian industrial areas. To do so, we evaluate the current formula, adopt the framework offered by the ITU-R SM.2012-5 (06\/2016), and use an industrial reference index\u2014the Indonesia Industry Readiness Index 4.0 (INDI 4.0) score. We test the proposal by applying the new formula to calculate the 5G-mmWave private network spectrum usage fee for the Jakarta industrial area. The result shows that the new formula gives a lower spectrum usage fee than the current formula, which benefits 5G-mmWave private network service operators. Such savings can be regarded as a government subsidy for the service operators to use in various ways in the industry, providing further economic benefits. Using the input\u2013output model, we prove that despite the proposed new formula brings a lower spectrum usage fee, resulting in a loss in state income, it will lead to a much greater positive impact on the national economic output. Applying the new formula will eventually have a multiplier effect on various sectors and encourage digital economic growth and national digital transformation, especially for vertical industries in Indonesia. This study may serve as a guideline or initial reference for Indonesian policymakers and service operators for applying the CAPEX and OPEX cost of using the new spectrum for 5G-mmWave private network service implementation and estimating the economic multiplier for 5G-mmWave private network service deployment in industrial areas. It can also be used as a benchmark case for other countries to apply spectrum usage fees for private networks in industrial areas.<\/jats:p>","DOI":"10.3390\/informatics9020044","type":"journal-article","created":{"date-parts":[[2022,5,26]],"date-time":"2022-05-26T08:50:22Z","timestamp":1653555022000},"page":"44","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["A Proposal for Formulating a Spectrum Usage Fee for 5G Private Networks in Indonesian Industrial Areas"],"prefix":"10.3390","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7643-9149","authenticated-orcid":false,"given":"Alfin","family":"Hikmaturokhman","sequence":"first","affiliation":[{"name":"Department of Electrical Engineering, Universitas Indonesia, Depok 16424, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0374-4465","authenticated-orcid":false,"given":"Kalamullah","family":"Ramli","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Universitas Indonesia, Depok 16424, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Muhammad","family":"Suryanegara","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Universitas Indonesia, Depok 16424, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anak Agung Putri","family":"Ratna","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Universitas Indonesia, Depok 16424, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ibrahim Kholilul","family":"Rohman","sequence":"additional","affiliation":[{"name":"School of Strategic and Global Studies, Universitas Indonesia, Jakarta Pusat 10430, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4736-7198","authenticated-orcid":false,"given":"Moinul","family":"Zaber","sequence":"additional","affiliation":[{"name":"UNU-EGOV, United Nations University Operating Unit on Policy-Driven Electronic Governance, 4810-445 Guimar\u00e3es, Portugal"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2022,5,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"58","DOI":"10.1109\/MCOM.2015.7158266","article-title":"5G Spectrum: Is China Ready?","volume":"53","author":"Wang","year":"2015","journal-title":"IEEE Commun. Mag."},{"key":"ref_2","unstructured":"Kementrian Komunikasi dan Informatika (2015). Peraturan Pemerintah Republik Indonesia Nomor 80 Tahun 2015, Tentang Jenis dan Tarif Atas Jenis Penerimaan Negara Bukan Pajak yang Berlaku pada Departemen Komunikasi dan Informatika."},{"key":"ref_3","unstructured":"Kemenkominfo, R.I. (2018). Data Statistik Direktorat Jenderal Sumber Daya dan Perangkat Pos dan Informatika Semester I Tahun 2018."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"679","DOI":"10.1016\/j.telpol.2004.05.010","article-title":"Revising Taiwan\u2019s frequency usage fee regulation","volume":"28","author":"Yu","year":"2004","journal-title":"Telecomm. Policy"},{"key":"ref_5","first-page":"94","article-title":"Techno-Economic Model for Policy Assessment to Optimize Spectrum Frequency Utilization Study Case: Frequency Fee for FWA and GSM Services in Indonesia","volume":"7","author":"Supangkat","year":"2010","journal-title":"Wseas Trans. Bus. Econ."},{"key":"ref_6","first-page":"1","article-title":"Refining Spectrum Fee to Increase Utilization Efficiency by Adopting ITU-R SM 2012-2 Case Study: Cellular Service in Indonesia","volume":"4","author":"Ismail","year":"2011","journal-title":"ITB J. Inf. Commun. Technol."},{"key":"ref_7","first-page":"306","article-title":"Location Dependent Spectrum Valuation of Private LTE and 5G Networks in Europe","volume":"291","author":"Kokkinen","year":"2019","journal-title":"Lect. Notes Inst. Comput. Sci. Soc. Telecommun. Eng. LNICST"},{"key":"ref_8","first-page":"133","article-title":"Pricing private LTE and 5G radio licenses on 3.5 GHz","volume":"261","author":"Kokkinen","year":"2019","journal-title":"Lect. Notes Inst. Comput. Sci. Soc. Telecommun. Eng. LNICST"},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Matinmikko-Blue, M., Yrj\u00f6l\u00e4, S., Sepp\u00e4nen, V., Ahokangas, P., H\u00e4mm\u00e4inen, H., and Latva-Aho, M. (2018, January 22\u201325). Analysis of Spectrum Valuation Approaches: The Viewpoint of Local 5G Networks in Shared Spectrum Bands. Proceedings of the 2018 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN), Seoul, Korea.","DOI":"10.1109\/DySPAN.2018.8610409"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"741","DOI":"10.1109\/TCCN.2019.2916309","article-title":"Analysis of Spectrum Valuation Elements for Local 5G Networks: Case Study of 3.5 GHz Band","volume":"5","author":"Yrjola","year":"2019","journal-title":"IEEE Trans. Cogn. Commun. Netw."},{"key":"ref_11","unstructured":"Pricewater House Coopers (2020). The global economic impact of 5G. Bull. l\u2019OIE, 2020, 1\u201322."},{"key":"ref_12","first-page":"1","article-title":"Ericsson Mobility Report June 2020","volume":"36","author":"Ericcson","year":"2020","journal-title":"Ericsson"},{"key":"ref_13","unstructured":"ITU (2018). IMT Vision\u2014Framework and overall objectives of the future development of IMT for 2020 and beyond. Etsi. Mec., 1\u201321."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"El-Saleh, A.A., Alhammadi, A., Shayea, I., Alsharif, N., Alzahrani, N.M., Khalaf, O.I., and Aldhyani, T.H. (2022). Measuring and Assessing Performance of Mobile Broadband Networks and Future 5G Trends. Sustainability, 14.","DOI":"10.3390\/su14020829"},{"key":"ref_15","unstructured":"ETSI (2019). User Equipment (UE) Conformance Specification; Radio Transmission and Reception; Part 4: Performance, 3GPP TS 38.521-4 Version 15.1.0 Release 15; TS 138 521-4-V15.1.0-5G, 3rd Generation Partnership Project (3GPP)."},{"key":"ref_16","unstructured":"Prakash, R. (2020). Transforming Enterprise and Industry with 5G Private Networks, Qualcomm Technologies Inc.. Available online: https:\/\/www.qualcomm.com\/media\/documents\/files\/the-role-of-5g-in-private-networks-for-industrial-iot.pdf."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"McCann, J., Quinn, L., McGrath, S., and Orconnell, E. (2018, January 4\u20136). Towards the distributed edge\u2014An IoT review. Proceedings of the 2018 12th International Conference on Sensing Technology (ICST), Limerick, Ireland.","DOI":"10.1109\/ICSensT.2018.8603663"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Soomro, M.A., Hizam-Hanafiah, M., Abdullah, N.L., Ali, M.H., and Jusoh, M.S. (2021). Embracing industry 4.0: Empirical insights from Malaysia. Informatics, 8.","DOI":"10.3390\/informatics8020030"},{"key":"ref_19","unstructured":"5G Americas (2021, November 11). 5G Techonologies in Private Networks. Available online: https:\/\/www.5gamericas.org\/5g-technologies-in-private-networks\/."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"539","DOI":"10.1007\/s11277-017-5217-9","article-title":"Spectrum for 5G Services","volume":"100","author":"Tripathi","year":"2018","journal-title":"Wirel. Pers. Commun."},{"key":"ref_21","unstructured":"Global Mobile Suppliers Association (2019). Asia Pacific\u2014Thought Leaders in the 5G Spectrum Domain\u2014Key Spectrum Aspects, Global Mobile Suppliers Association (GSA)."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"636","DOI":"10.1016\/j.telpol.2017.07.009","article-title":"The cost, coverage and rollout implications of 5G infrastructure in Britain","volume":"42","author":"Oughton","year":"2018","journal-title":"Telecomm. Policy"},{"key":"ref_23","unstructured":"Hobbs, S. (2018). Valuing 5G Spectrum: Valuing the 26 and 28 GHz Frequency, Coleago Consulting."},{"key":"ref_24","first-page":"1209","article-title":"5G spectrum valuation of milimeter wave technology: A case study of Indonesia industrial area for acceleration of broadband development","volume":"99","author":"Hikmaturokhman","year":"2021","journal-title":"J. Theor. Appl. Inf. Technol."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"294","DOI":"10.12720\/jcm.17.4.294-301","article-title":"Indonesian Spectrum Valuation of 5G Mobile Technology at 2600 MHz, 3500 MHz, and 26 GHz and 28 GHz","volume":"17","author":"Hikmaturokhman","year":"2022","journal-title":"J. Commun."},{"key":"ref_26","unstructured":"(2017). Study on Channel Model for Frequencies from 0.5 to 100 GHz; 3GPP TR 38.901 Version 15.0.0 Release 15, 3rd Generation Partnership Project (3GPP)."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"120","DOI":"10.1016\/j.phycom.2018.11.003","article-title":"Millimetre wave frequency band as a candidate spectrum for 5G network architecture: A survey","volume":"32","author":"Alani","year":"2019","journal-title":"Phys. Commun."},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Athanasiadou, G.E., Fytampanis, P., Zarbouti, D.A., Tsoulos, G.V., Gkonis, P.K., and Kaklamani, D.I. (2020). Radio network planning towards 5g mmwave standalone small-cell architectures. Electronics, 9.","DOI":"10.3390\/electronics9020339"},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Tripathi, S., Sabu, N.V., Gupta, A.K., and Dhillon, H.S. (2021). Millimeter-Wave and Terahertz Spectrum for 6G Wireless. 6G Mobile Wireless Networks, Springer.","DOI":"10.1007\/978-3-030-72777-2_6"},{"key":"ref_30","unstructured":"Oughton, E.J., and Frias, Z. (2016). Exploring the Cost, Coverage and Rollout Implications of 5G in Britain, Centre for Risk Studies, Cambridge Judge Business School."},{"key":"ref_31","unstructured":"Shaw, K.W.C., Beltr\u00e1n, B.A., and Sowerby, H.F. (2017, January 24\u201327). Valuing spectrum at mm wavelengths for cellular networks. Proceedings of the 4th International Telecommunications Society (ITS) Asia-Pacific Regional Conference: \u201cMapping ICT into Transformation for the Next Information Society\u201d, Kyoto, Japan."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Rianti, D., Hikmaturokhman, A., and Rachmawaty, D. (2020, January 10\u201311). Techno-Economic 5G New Radio Planning Using 26 GHz Frequency at Pulogadung Industrial Area. Proceedings of the International Seminar on Research of Information Technology and Intelligent Systems (ISRITI), Yogyakarta, Indonesia.","DOI":"10.1109\/ISRITI51436.2020.9315455"},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Smail, G., and Weijia, J. (2017, January 7\u20139). Techno-economic analysis and prediction for the deployment of 5G mobile network. Proceedings of the 2017 20th Conference on Innovations in Clouds, Internet and Networks (ICIN), Paris, France.","DOI":"10.1109\/ICIN.2017.7899243"},{"key":"ref_34","unstructured":"Badan Pusat Statistik (2019). Official statistics news, Population Census Results 2020. BPS, 7, 1\u201352."},{"key":"ref_35","unstructured":"BPS (2021). Indonesia\u2019s Economic Growth Quarter IV-2020. BPS, 2, 12."},{"key":"ref_36","unstructured":"Association of Indonesian Internet Service Providers (2020). Internet Survey Report 2019\u20132020 (Q2). Asos. Penyelenggara Jasa Internet Indones., 2020, 1\u2013146."},{"key":"ref_37","unstructured":"Hootsuite Digital 2021: Indonesia. We Are SOC. Hootsuite. Available online: https:\/\/datareportal.com\/reports\/digital-2021-indonesia."},{"key":"ref_38","unstructured":"Kementrian Komunikasi dan Informatika (2020). Rencana Strategis Kementerian Komunikasi dan dan Informatika Tahun 2020\u20132024."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Situmorang, A.C., Gunawan, D., and Anggraini, V.G. (2019, January 9\u201310). 5G trials on 28 GHz Band in Indonesia. Proceedings of the 2019 28th Wireless and Optical Communications Conference (WOCC), Beijing, China.","DOI":"10.1109\/WOCC.2019.8770687"},{"key":"ref_40","unstructured":"Kominfo (2021, November 11). Issues Operational Feasibility Test, Minister of Communication and Informatics: Indonesia Will Soon Enter the 5G Era, Press Release No. 183\/HM\/Kominfo\/05\/2021, Available online: https:\/\/kominfo.go.id\/content\/detail\/34677\/siaran-pers-no-183hmkominfo052021-tentang-terbitkan-ulo-menkominfo-indonesia-segera-masuki-era-5g\/0\/siaran_pers."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1968","DOI":"10.18517\/ijaseit.9.6.10656","article-title":"On developing a new 5G spectrum usage fee model for indonesia","volume":"9","author":"Hikmaturokhman","year":"2019","journal-title":"Int. J. Adv. Sci. Eng. Inf. Technol."},{"key":"ref_42","unstructured":"Telkomsel (2019). Annual Report 2019, Telkomsel Continued to Enrich its Digital Business, Telkomsel."},{"key":"ref_43","unstructured":"Telkomsel (2020). Annual Report Telkomsel 2020, Telkomsel."},{"key":"ref_44","unstructured":"PT XL Axiata (2020). Annual Report PT XL Axiata, Tbk 2020, PT XL Axiata."},{"key":"ref_45","unstructured":"Indonesian Ministry of Industry (2021, November 11). Manufacturing Sector Grows Aggressive Amid Pandemic Pressure, Available online: https:\/\/kemenperin.go.id\/artikel\/22681\/Sektor-Manufaktur-Tumbuh-Agresif-di-Tengah-Tekanan-Pandemi-."},{"key":"ref_46","unstructured":"Ministry of Industry of the Republic of Indonesia (2019). The 2019 National Digital Infrastructure Review."},{"key":"ref_47","unstructured":"Ministry of Industry of the Republic of Indonesia (2019). Revolusi Industry 4.0 Indonesia, Making Indonesia 4.0."},{"key":"ref_48","unstructured":"ITU-R (2018). Economic Aspects of Spectrum Management Series, ITU. ITU-R SM.2012-5 (06\/2016)."},{"key":"ref_49","first-page":"1","article-title":"5G spectrum pricing, make or break the 5G momentum?","volume":"1","author":"Zehle","year":"2019","journal-title":"Spectr. Policy Forum."},{"key":"ref_50","unstructured":"Ministry of Industry of the Republic of Indonesia (2020). Making Indonesia 4.0 Initiative, Industrial Regional Sector."},{"key":"ref_51","first-page":"103","article-title":"The economic impact of broadband: Estimates from a regional input-output model","volume":"24","author":"Lobo","year":"2008","journal-title":"J. Appl. Bus. Res."},{"key":"ref_52","unstructured":"Badan Pusat Statistik (2021, November 21). Tabel Input-Output Indonesia Transaksi Domestik Atas Dasar Harga Produsen (17 Lapangan Usaha), Available online: https:\/\/www.bps.go.id\/statictable\/2021\/04\/30\/2122\/tabel-input-output-indonesia-transaksi-domestik-atas-dasar-harga-produsen-17-lapangan-usaha-2016-juta-rupiah-.html."}],"container-title":["Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2227-9709\/9\/2\/44\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T23:19:08Z","timestamp":1760138348000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2227-9709\/9\/2\/44"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5,26]]},"references-count":52,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2022,6]]}},"alternative-id":["informatics9020044"],"URL":"https:\/\/doi.org\/10.3390\/informatics9020044","relation":{},"ISSN":["2227-9709"],"issn-type":[{"value":"2227-9709","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,5,26]]}}}