{"id":7831,"date":"2024-09-21T19:38:49","date_gmt":"2024-09-21T19:38:49","guid":{"rendered":"https:\/\/www.jstconsultancy.cz\/?p=7831"},"modified":"2026-08-01T05:53:20","modified_gmt":"2026-08-01T05:53:20","slug":"ai-and-lpc","status":"publish","type":"post","link":"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/en\/ai-and-lpc\/","title":{"rendered":"AI and LPC"},"content":{"rendered":"<p>From May 2024, there is a new subsidy program for energy savings, and I expected an investment boom in heat treatment operations, aimed at this area to start. And since the majority of heat treatment takes place in furnaces with high energy consumption, I thought that a new period was coming with a targeted replacement of furnaces and technologies.<\/p>\n<p>This has not happened so far. But since I represent <strong>ECM<\/strong>, I am slowly becoming an expert on the economics of carburizing under reduced pressure. The questions are still the same.<\/p>\n<ul>\n<li>Does <strong>LPC<\/strong> have any advantages?<\/li>\n<li>What do we actually save if we buy a furnace with <strong>LPC<\/strong>, while the majority of our business is in the field of hardening and tempering?<\/li>\n<li>We implement a large number of technologies on the existing equipment, not only carburizing, are these technologies transferable to a vacuum furnace equipped with <strong>LPC<\/strong>?<\/li>\n<li>And can we quench in a stream of nitrogen or do we have to continue with oil quenching?<\/li>\n<\/ul>\n<p>And since I didn&#8217;t want to make up my mind, I asked the <strong>AI<\/strong>. Here is the answer. <strong>AI <\/strong>suggestions in italics, my comment in normal font. But sometimes I feel like I&#8217;m in Saturnin roman from Jirotka, an office for setting things straight.<\/p>\n<p>My question on <strong>AI<\/strong> was: <strong><u>Carburizing under reduced pressure, can this technology replace classic multi-purpose furnaces, and how does it work out economically when I compare furnaces of exactly the same size?<\/u><\/strong><\/p>\n<p><strong>AI<\/strong><em> answer: <\/em><\/p>\n<p><em>If we compare vacuum carburizing and conventional atmospheric furnace carburizing of the same size, the differences focus more on operating characteristics, performance, surface quality and efficiency than on capacity alone. Here are the key factors to consider when comparing ovens of the same size:<\/em><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"text-decoration: underline;\"><span style=\"font-size: 16px;\"><strong><em>1. Surface quality and accuracy:<\/em><\/strong><\/span><\/span><\/p>\n<ul>\n<li><strong><em>Vacuum furnace<\/em><\/strong><em>: Thanks to the vacuum environment, the <\/em><span style=\"color: #0000ff;\"><strong><em>carburizing process is cleaner<\/em><\/strong><\/span> <em>and the surface of the parts has <\/em><strong><em><span style=\"color: #0000ff;\">less oxidation or contamination<\/span><\/em><\/strong><em><span style=\"color: #0000ff;\">.<\/span> This process is particularly suitable for parts where surface finish and precision are important. The risk of inhomogeneities or uneven carbon deposition is minimized.<\/em><\/li>\n<li><strong><em>Atmospheric furnace<\/em><\/strong><em>: During carburizing in the atmosphere, <\/em><span style=\"color: #ff0000;\"><strong><em>some oxidation of the surface occurs<\/em><\/strong><\/span> <em>and a carbon layer may form, which requires subsequent processing (e.g. grinding or polishing), which is not necessary in vacuum carburizing.<\/em><\/li>\n<\/ul>\n<p><a href=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/ox.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-7818\" src=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/ox-300x140.png\" alt=\"\" width=\"300\" height=\"140\" srcset=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/ox-300x140.png 300w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/ox.png 968w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>[Source ECM]<\/p>\n<p><strong>JST:<\/strong> Yes, the <strong>AI <\/strong>\u200b\u200bis not wrong here. <strong>LPC<\/strong> works in the absence of oxygen, so intergranular oxidation in this process is non-existent or minimal. Data according to <strong>ISO 15787:2016<\/strong>, <strong>IOD<\/strong> (Internal Oxidation Depth) in the case of <strong>LPC<\/strong> does not need to be prescribed. <strong>AI<\/strong> is also right about the cleanliness of the surface. Compared to classic carburizing, it is absolutely perfect.<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"text-decoration: underline;\"><span style=\"font-size: 16px;\"><strong><em>2. Speed \u200b\u200band efficiency of the process:<\/em><\/strong><\/span><\/span><\/p>\n<ul>\n<li><strong><em>Vacuum Furnace<\/em><\/strong><em>: The vacuum carburizing process can be <\/em><span style=\"color: #0000ff;\"><strong><em>faster<\/em><\/strong><\/span><em> due to more uniform heat transfer in a low-pressure environment and more effective control of carbon diffusion. In addition, <\/em><strong><em>deformations and stresses are minimized<\/em><\/strong><em>, which shortens the time required for further processing.<\/em><\/li>\n<li><em>\u00a0<\/em><strong><em>Atmospheric furnace<\/em><\/strong><em>: The carburizing process can be <\/em><strong><em><span style=\"color: #ff0000;\">slower<\/span>,<\/em><\/strong><em> mainly due to the need to control the composition and flow of the atmosphere. The <\/em><span style=\"color: #ff0000;\"><strong><em>cycle time can be longer<\/em><\/strong><\/span> <em>because more time needs to be spent on subsequent processes such as cooling or surface treatment.<\/em><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>JST:<\/strong> Yes, the rate of carbon transfer from the atmosphere and its subsequent diffusion into the steel is significantly faster with vacuum technology than with classic carburizing. Part of this contribution is due to the fact that we work in a clean environment, but part is also due to the fact that we can go to higher temperatures, which significantly accelerate diffusion. With conventional furnaces we are limited by a temperature of 950 \u00b0C, with LPC we are usually limited by a temperature of 1050 \u00b0C. But that&#8217;s only in theory. We must always keep in mind the <strong>size of the austenitic grain<\/strong> and its disproportionate growth.<\/p>\n<p><a href=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/t1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-7820\" src=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/t1-300x121.png\" alt=\"\" width=\"300\" height=\"121\" srcset=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/t1-300x121.png 300w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/t1-1024x414.png 1024w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/t1.png 1126w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>[Source ECM]<\/p>\n<p>The table shows the process design for a 1,500 kg charge, with a CHD requirement of 1.5 mm, and a comparison of the times for heating, carburizing, cooling below A<sub>c1<\/sub>, heating to quenching temperature, and quenching. The existing carburizing process is carried out at a temperature of 920 \u00b0C, the newly proposed one at 960 \u00b0C. It is a 18CrNiMo7-6 material. Process time can be reduced by more than 30%. The second table contains the same entry, but for CHD 3.0 mm. Time saving is already 46%.<\/p>\n<p><a href=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/tab-2.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-7824\" src=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/tab-2-300x121.jpg\" alt=\"\" width=\"300\" height=\"121\" srcset=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/tab-2-300x121.jpg 300w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/tab-2.jpg 637w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>[Source ECM]<\/p>\n<p>The consequence of such shortened process times is also a lower investment, because for the same volume of production, there will be a lower demand for capacity, and therefore the number of furnaces.<\/p>\n<p>The argumentation of <strong>AI<\/strong> in classical carburizing is wrong, or completely pointless. Someone probably taught the <strong>AI<\/strong> \u200b\u200bsomething wrong here.<\/p>\n<p>As for deformations, yes, they can be lower with <strong>LPC<\/strong>, but only if we quench in the gas stream. If we quench in oil, the conditions are similar to classic carburizing, and in that case the deformations will also be similar.<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"text-decoration: underline;\"><span style=\"font-size: 16px;\"><strong><em>3. Process control:<\/em><\/strong><\/span><\/span><\/p>\n<ul>\n<li><strong><em>Vacuum furnace<\/em><\/strong><em>: Vacuum furnaces allow <\/em><span style=\"color: #0000ff;\"><strong><em>very precise control of the amount of carbon<\/em><\/strong><em>, <\/em><strong><em>pressure and temperature.<\/em><\/strong><\/span><em> This leads to more homogeneous results and a higher quality of material processing. The process is less susceptible to disturbances caused by changes in atmospheric composition.<\/em><\/li>\n<li><strong><em>Atmospheric Furnace<\/em><\/strong><em>: Classic multi-purpose furnaces use controlled atmospheres, but the <\/em><span style=\"color: #ff0000;\"><strong><em>precision of controlling carbon and other elements is less perfect<\/em><\/strong> <\/span><em>than in a vacuum. In addition, the atmosphere may be affected by gas leaks or fluctuations in the gas supply.<\/em><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>JST: <\/strong>Even here, the<strong> AI <\/strong>didn&#8217;t pull out.. Today, with few exceptions, only acetylene is used for <strong>LPC<\/strong>. Earlier efforts to use other gases or mixtures were tied to valid patents. By using acetylene, the problem was simplified in that we only have 2 mass flow meters, for C2H2 and N2,\u00a0 with the obligation to calibrate it once a year.<\/p>\n<p>Acetylene dissolved in <strong>DMF<\/strong> is recommended. (<strong>D<\/strong>i<strong>M<\/strong>ethyl<strong>F<\/strong>ormamide is an organic compound with the formula HCON(CH<sub>3<\/sub>)<sub>2 <\/sub>) that dissolves acetylene well.<\/p>\n<p><a href=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/lpc.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-7817\" src=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/lpc-300x113.png\" alt=\"\" width=\"300\" height=\"113\" srcset=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/lpc-300x113.png 300w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/lpc-1024x387.png 1024w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/lpc.png 1411w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>[Source ECM]<\/p>\n<p>However, since we carburize under very low pressures, up to 10 mbar, it is difficult to measure its final effect in a vacuum furnace, i.e. the carbon potential, in this case the carbon partial pressure. Even if it is possible, for example, with a quadrupole mass spectrometer, or with the <strong>OPTIX<\/strong> gauge from the company <strong>GENCOA<\/strong>, in both cases it is very expensive equipment. Therefore, in the case of <strong>LPC<\/strong>, the computational simulation method is used, where we do not calculate <strong>Cp<\/strong> but the <strong>carbon flux <\/strong>related to the surface of \u200b\u200bthe parts in mg\/cm2. In order for it to work properly in practice, we need to know the surface of \u200b\u200bthe batch. If we overdo the carbon flux, soot will form in our furnace. If the carbon flow is lower than the required flow for the given surface of \u200b\u200bthe batch, we will not achieve sufficient saturation of the surface. Every supplier of furnaces with <strong>LPC<\/strong> therefore has simulation software, where we simulate the process based on our parameters and batch surface, and it calculates the amount of acetylene flow for us on the mass flow meter.<\/p>\n<p>In classic carburizing, there are 4 methods to control <strong>Cp<\/strong>. <strong>Oxygen probe<\/strong>, <strong>dew point<\/strong> measurement and <strong>infrared gas analyzer, foil method<\/strong>. However, according to <strong>CQI-9<\/strong>, it is mandatory to have a supervisory measurement of <strong>Cp<\/strong>. The optimal solution is with a supervising probe, where each probe is calibrated at an interval of 6 months, with a three-month overlap. <strong>ISO 20431<\/strong> tells us that we have to verify the potential twice a week, <strong>CQI-9<\/strong> then daily. Therefore, with classic carburizing, the requirements for <strong>Cp<\/strong> validation will be many times higher than with <strong>LPC<\/strong>. At <strong>LPC<\/strong>, we do not need qualified people for this.<\/p>\n<p>With <strong>LPC<\/strong>, the accuracy of the process setup depends on the simulation software and our ability to accurately determine the batch surface. In classical carburizing, the accuracy of measurement depends on many parameters and measuring devices.<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"text-decoration: underline;\"><span style=\"font-size: 16px;\"><strong><em>4. Operating costs:<\/em><\/strong><\/span><\/span><\/p>\n<ul>\n<li><strong><em>Vacuum furnace<\/em><\/strong><em>: Higher investment costs can be compensated by <\/em><strong><em>l<span style=\"color: #0000ff;\">ower operating costs<\/span><\/em><\/strong> <em>in the long term (lower gas consumption, less need to clean parts after the process).<\/em><\/li>\n<li><strong><em>Atmospheric furnace:<\/em><\/strong><em> Lower purchase price but <\/em><strong><em>higher operating costs<\/em><\/strong> <em>due to the cost of the atmosphere (e.g. gaseous hydrocarbons, nitrogen) and the <\/em><span style=\"color: #ff0000;\"><strong><em>maintenance of the furnace<\/em><\/strong><\/span><em>, such as cleaning from carbon deposits or oxides.<\/em><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>JST:<\/strong> Although <strong>AI<\/strong> is not wrong on this issue, I cannot completely agree with the interpretation. The higher investment costs will only be valid if I do not take into account the economic benefit of <strong>LPC<\/strong>. So faster diffusion, higher temperatures. If I need 3 furnaces for classic carburizing, when installing <strong>LPC<\/strong> it can be reduced to only two. A detailed economic analysis is therefore needed. Example in the following picture. For the range of production with predominant carburizing, 3 new Ipsen <strong>Atlas M<\/strong> furnaces are needed, but only two <strong>ECM Eco966<\/strong> or <strong>Flex <\/strong>type furnaces with two heating chambers. The result is obvious, classic carburizing will be the most expensive investment solution.<\/p>\n<p><a href=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-7812\" src=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g1-300x148.png\" alt=\"\" width=\"300\" height=\"148\" srcset=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g1-300x148.png 300w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g1-1024x505.png 1024w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g1.png 1199w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>The situation is clearer with higher operating and maintenance costs. <strong>LPC<\/strong> and vacuum are clearly better compared to classic technology. One of the examples is, for example, the costs of validating the furnaces in the above-mentioned report. So, 2 or 3 carburizing furnaces or chambers, 4 tempering furnaces and 1 washing machine. The most expensive is the existing condition, but that is understandable, these are 30-year-old furnaces. But if I take Ipsen <strong>Atlas M<\/strong> as a basis, then this maintenance operation can save me <strong>40%<\/strong> of costs.<\/p>\n<p><a href=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g2-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-7827\" src=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g2-1-300x175.png\" alt=\"\" width=\"300\" height=\"175\" srcset=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g2-1-300x175.png 300w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g2-1-1024x596.png 1024w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/g2-1.png 1230w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"text-decoration: underline; font-size: 16px;\"><strong><em>5. Power consumption:<\/em><\/strong><\/span><\/p>\n<ul>\n<li><strong><em>Vacuum furnace<\/em><\/strong><em>: <\/em><strong><em>Higher initial energy costs<\/em><\/strong><em>: Vacuum furnaces require energy to create and maintain the vacuum, which can be energy intensive, especially when starting and stabilizing the <\/em><em>vacuum system. <\/em><strong><em>L<span style=\"color: #0000ff;\">ower operating energy consumption<\/span><\/em><\/strong><em>: Once vacuum is achieved, the furnace consumes less energy due to the absence of gaseous atmospheres and more efficient heat transfer. Heat transfer in a vacuum is controlled more efficiently, meaning <\/em><strong><em><span style=\"color: #0000ff;\">less energy is lost to the environment<\/span><\/em><\/strong><em>. Vacuum furnaces also use controlled cooling (eg inert gas) which is more energy efficient than traditional atmospheric methods. <\/em><em>Less cooling requirements<\/em><em>: The inert gas cooling process is more efficient and less energy intensive than cooling in liquid media used in atmospheric furnaces.<\/em><\/li>\n<li><em>\u00a0<\/em><strong><em>Atmospheric furnace<\/em><\/strong><em>: <\/em><strong><em>Higher overall energy consumption<\/em><\/strong><em>: In order to maintain a controlled atmosphere (carbon, nitrogen, or other gases), it is necessary to continuously add gases and maintain their exact composition. This means that atmospheric furnaces often have a higher ongoing energy consumption. <\/em><strong><em>Higher heat losses<\/em><\/strong><em>: In atmospheric furnaces, there is higher heat loss because a stable atmosphere needs to be maintained and the furnace is not as well insulated from the environment as a vacuum furnace. This increases the energy consumption required to maintain the temperature and atmosphere<\/em><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>JST<em>: <\/em><\/strong>Again, the <strong>AI <\/strong>\u200b\u200binterprets it in its own way. I have no idea what he means by the<strong> initial higher energy costs<\/strong>. These will be essentially constant throughout the life of the furnace if it is properly maintained. But I can lean towards <strong>AI<\/strong> in the other statements. Quenching in gas will probably be less energy-intensive than quenching in oil. Not because the quenching turbine does not need energy, but because I have to heat the oil bath permanently for operational availability, and it will therefore have a large idling cost. Of course, gas consumption is also incomparable. If we need <strong>ENDO<\/strong> gas in the order of m3, with <strong>LPC<\/strong> we will move with both <strong>C2H2<\/strong> and <strong>N2<\/strong> significantly lower.<\/p>\n<p><a href=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/en.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-7808\" src=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/en-300x181.png\" alt=\"\" width=\"300\" height=\"181\" srcset=\"https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/en-300x181.png 300w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/en-1024x617.png 1024w, https:\/\/intelligent-kalam.80-240-27-133.plesk.page\/wp-content\/uploads\/2024\/09\/en.png 1208w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>And we could continue like this. So, <strong>AI<\/strong> has its limits and gaps in education. How we ask questions is also important. But I realized that it&#8217;s more about telling the <strong>AI <\/strong>\u200b\u200bwhat to say with our question, rather than it actually telling us what it thinks.<\/p>\n<p>This year saw the implementation of <strong>AI <\/strong>legislation, Regulation <strong>2024\/1689<\/strong> of the European Parliament. Here you need to see <strong>AI <\/strong>on two levels. The first level are programs of the <strong>ChatGBT<\/strong> type, a software product with the character of a closed database, having its own owner and source of information. This system is closed. The provider must ensure that <strong>it is not risky<\/strong> within the meaning of the directive, but it <strong>does not have to ensure that it is intelligent<\/strong>. Because it is closed, the provider is also responsible for all future changes leading to improvements in the level of intelligence. So, it is such a big educational encyclopaedia.<\/p>\n<p>In contrast, open <strong>AI<\/strong> lies where self-learning functions can be applied, but these <strong>are not accessible to the public<\/strong>. This is because they cannot ensure that the self-learning capability does not take the system out of risk. It could happen that the <strong>AI<\/strong> \u200b\u200bbecomes an aggressive individual, or an individual for whom its lie is a basic tool.<\/p>\n<p>What is available to us is therefore only a commercially applicable, fully controllable database of knowledge. And so, the only certainty from my attempt to interact with the <strong>AI<\/strong> \u200b\u200bis that in general both I and the <strong>AI<\/strong> \u200b\u200bthink <strong>LPC<\/strong> is a good thing. But unlike <strong>AI<\/strong>, I don&#8217;t need anything more than common sense for that.<\/p>\n<p>&nbsp;<\/p>\n<p>Ji\u0159\u00ed Stanislav<\/p>\n<p>September 21,\u00a0 2024<\/p>\n","protected":false},"excerpt":{"rendered":"<p>From May 2024, there is a new subsidy program for energy savings, and I expected an investment boom in heat treatment operations, aimed at this area<\/p>\n","protected":false},"author":12,"featured_media":7829,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"image","meta":{"_acf_changed":false,"footnotes":""},"categories":[304],"tags":[],"class_list":["post-7831","post","type-post","status-publish","format-image","has-post-thumbnail","hentry","category-ai-in-ht-en","post_format-post-format-image"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI and LPC - JST Consultancy<\/title>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI and LPC - 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