1. Introduction
Some of the occurrences brought on by climate change include increasing sea levels, melting glaciers, more intense storms, and greater drought [
1]. Due to the current trend of global warming brought on by a rise in the amount of greenhouse gases in the atmosphere, climate change is a global issue. CO
2, CH
4, N
2O, and F-gases are examples of greenhouse gases. The main source of CO
2, which makes up more than 65% of greenhouse gases, is industrial activity and the burning of fossil fuels. Electricity and heat generation (25%), industry (24%), transportation (14%), other energy (10%), and building (6%) were the sectors that contributed the most to greenhouse gas emissions in 2014 [
2]. From 3.09 billion tons of CO
2 in 1921 to 37.12 billion tons of CO
2 in 2021, global emissions have sharply increased [
3]. To address the issue of global warming and climate change, nations approved the Kyoto Protocol in 1998, which aims to reduce the production of greenhouse gas emissions. Indonesia accepted the Kyoto Protocol and the United Nations Framework Convention on Climate Change (UNFCCC) [
4]. The penetration objective of the renewable energy mix in Indonesia will be raised to 23% by 2025 as one way to reduce emissions in the electrical industry [
5].
Due to Indonesia’s geographic location as an archipelago, it is challenging to construct an inter-island electricity interconnection infrastructure. Only the islands of Java, Bali, and Madura have significant inter-island interconnection systems, with Java’s electrical load accounting for more than 70% of the country’s electricity. From 2015 through 2020, Indonesia’s electricity demand is expected to climb by about 3.5% annually. The installed capacity of the power plants in Indonesia is 61.13 GW in 2020. Coal-fired power plants (CFPP) provide more than 50% of Indonesia’s electricity [
6,
7]. The abundance of Indonesian coal reserves is one of the key elements of the CFPP. In 2021, Indonesia produced 614 million tons of coal, of which 481 million tons (78%) were exported and the remaining 133 million tons (22%) were used for domestic electricity needs [
8]. The penetration of renewable energy sources in Indonesia is very modest, with hydropower plants accounting for the majority in 2020, with 4.9 GW (8%), and geothermal power plants accounting for 2.44 GW (3.9%) [
7].
Fossil fuels including coal, oil, and gas are among the sources of greenhouse gases, including CO
2, which they produce. Global warming could be accelerated by the CO
2 emissions from coal combustion in CFPP [
9]. The following power generating methods produce the most CO
2 equivalent per kWh: coal (820), biomass combustion (740), natural gas (490), solar photovoltaic (48), geothermal (38), hydropower (24), and nuclear power plants (12). The biggest emissions come from power plants that burn coal, such CFPP [
10]. To reach carbon neutrality by the year 2060, PT. PLN (Persero), a government-owned electricity utility business, aims for a renewable energy mix of 24.8% in 2030, the majority of which comes from hydropower plants (15%), geothermal (6%), and solar power (5%). The Indonesian government is also considering using a nuclear power plant (NPP), which is anticipated to start operating in 2045 and have a 35 GW capacity through 2060 [
11]. In Indonesia, sustainable energy options such as NPPs and renewable energy can help minimize expensive oil imports [
12]. In general, Indonesia’s dependence on foreign financial support for NPP development and its relatively limited understanding of NPP technology have a significant negative impact on the development of NPPs [
13].
Nuclear reactors are still being used in Indonesia for medical and technical research as of right now. Three nuclear reactors in Indonesia are run by the National Energy Atomic Agency (BATAN), namely: G.A. Siwabessy with a capacity of 30 MW, Triga 2000 with a capacity of 2 MW, and Kartini 100 kW. Before the 1990s, all of these reactors were in use [
14,
15]. Both the public and private sectors in Indonesia have conducted feasibility studies on industrial-scale NPPs. Some of these research projects include The Muria Peninsula Study, carried out in 1983 by the National Energy Atomic Agency (BATAN) and NIRA (Nuclear Italiana Reacttori Avancatti), which established the possibility of the site for the construction of an NPP. Then, the feasibility study for the first nuclear power plants in the Muria Peninsula region, which included forecasts of electricity demand and supply in Java and Bali with NPPs, was continued by New Japan Engineering Consultants (NEWJEC Inc.), in 1993. According to the assessment, Indonesia may construct 12 reactors with a combined capacity of 600 MW, with construction beginning in 1996 and ending with full commercial operation in 2003 [
16]. In 2009, the BATAN organization completed research titled “Utilization of Nuclear Science and Technology for the Welfare of the Community of Bangka-Belitung.” According to the report’s results, an NPP with a 10 GWe capacity could be built, consisting of six NPP reactors at Tanjungular in West Bangka’s Muntok and four NPP reactors at Sebagin Village Coast in South Bangka [
17,
18].
A new technology called the small modular reactor (SMR) is in development. This concept has been used in the military, particularly for the USSR and USA’s warships and submarines’ energy sources [
19]. The majority of small-scale NPP components are created and manufactured as modules (modularization) to make work on-site easier. This offers benefits, including shorter construction times than for non-modularized reactors, higher safety margins, ease of network adaptation, flexible (multifunctional) design, cheap capital costs, and lengthy fuel change intervals [
20,
21]. While the challenges of this SMR include license, siting, multiple units/modules at the same site, and the number of reactors needed to meet energy needs and be competitive [
22], the competitive level of this SMR depends on the production series, which is getting greater. Due to the advantages of its modular architecture for manufacturing, transportation, and assembly, SMR has the potential to offer competitive energy costs [
23]. Reducing the initial investment, co-sitting economics, learning, scalability economics, and system modularization are a few strategies to improve the economics of SMRs [
24]. The challenge posed by the development of SMRs is the need to optimize production procedures in order to boost productivity and cut costs. Manufacturing should take place in factories that are fully automated and the level of modularity in reactor design should be raised [
25]. The Korea Atomic Energy Research Institute (KAERI) and BATAN, among others, conducted a study titled “A preliminary economic feasibility evaluation of nuclear desalination in Madura Island” in 2001 that was one of many studies on the use of SMR in Indonesia. The research mentions the usage of two 100 Megawatt SMR reactors on Madura Island that were designed by KAERI and are expected to start up in 2005 [
26]. Studies on the utilization of “Floating Small SMR in Gorontalo, Sulawesi Island” have also been done by BATAN and ROSATOM. The Akademik Lomonosov type of floating NPP will be used and a prototype is still being used for testing [
18].
A measure known as the levelized cost of electricity (LCOE) is used to assess the relative costs of producing energy from various sources over the course of a power production asset’s lifetime. In terms of dollars per unit of energy, it is the overall cost of constructing, running, and maintaining a power generation asset divided by the total quantity of energy produced over the asset’s lifetime (e.g., dollars per kilowatt-hour) [
27,
28,
29,
30,
31]. Calculating the LCOE of small modular reactor plants is difficult because there is very little data on commercial SMR operation. In NuScale Power’s Spring 2020 update, they stated that their target LCOE for the 12-module UAMPS project was 0.065 USD/kWh but more general analyses have estimated that the LCOE of SMRs could be anywhere from 0.045 USD to 0.095 USD/kW [
32,
33]. Several studies with different capital costs demonstrate that the LCOE of NPPs ranges from 0.04 to 0.14 USD/kWh [
34]. The goal of this study is to identify a type of SMR technology that is ready for commercial application and to analyze its economics. This study differs from earlier ones in that it compares the LCOE of several types of Indonesian power plants to determine the readiness of the NPP SMR technology and its economics. The advantages of this study include highlighting the most recent advancements in SMR technology, aspects of SMRs technology readiness, and a comparison of the economics of SMRs for various locations in Indonesia related to LCOE, which is expected to serve as a modest benchmark for the development of Indonesia’s first NPP.
(1) An introduction that explains the context of the plan to utilize SMR and the progression of research on the use of NPPs that has been conducted in Indonesia; (2) materials and techniques; (3) results and discussion; this section includes information and analysis on SMR preparedness as well as a comparison of their LCOE to the LCOE currently in place in Indonesia. The summation of this research is then put to rest in (4) conclusion. There are (5) references in the last section.
2. Materials and Methods
The Technology Readiness Level Scale (TRL) was created by the National Aeronautics and Space Administration (NASA) as a tool to support the management of technology development for its space program. Other industries, including aerospace and energy, as well as the European Union later adopted the TRL [
35,
36,
37]. NASA divides TRL into nine levels, starting at level 1 (basic principles) and ending at level 9 (proved technology) [
36,
38]. The Regulation of the Ministry of Research, Technology, and Higher Education No. 42 of 2016 is the reference for the technology readiness level (TRL) for the application of technology in Indonesia. The regulation specifies nine degrees of technology readiness, with level 1 (TRL 1) being the lowest level and levels 2 through 9 (TRL 9) being the highest levels [
39]. TRL is also used to assess the development of nuclear fuel and NPP materials, where it serves as a program management and maturity assessment tool [
40]. The technologies that can be used for commercial endeavors include TRL 7 (system prototype demonstration in operational environment), TRL 8 (system complete and qualified), and TRL 9 (actual system proven in operational environment). According to the TRL listed in
Table 1, the SMR technology data will be categorized and examined. The IAEA’s Advanced Reactors Information System (ARIS), which contains information on the state of the most recent SMR technology advancements, is used to compile data on SMR technology. The SMR NPP is chosen depending on the available nuclear technology after obtaining one that is acceptable for commercial operation. The lowest TRL level of SMR technology that is usable is 7.
The next stage is to examine the technology’s economics after identifying the sort of SMR technology that has a minimum TRL value of level 7. Calculating LCOE is the process used in the economic study of power plants. When comparing technologies with various operating characteristics, LCOE is a highly useful tool. The LCOE of the NPP SMR, which is categorized into TRL 7, 8, and 9, will be compared. The LCOE is then contrasted with the LCOE of power plants and the weighted LCOE in various Indonesian areas.
LCOE is calculated by using the following formula [
30,
31]:
where:
: Levelized cost of electricity;
: Investment costs in the year “t”;
: Operation and maintenance costs in the year “t”;
: Cost of fuel in year “t”;
: Decommissioning costs in the year “t”;
: Total electrical energy produced in the year “t”;
: Discount rate of ;