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Generative model explores tungsten microstructure under fusion conditions
A comparison of real SEM tungsten microstructures (left column) with machine learning–generated synthetic microstructures (right) for different values of the model setting parameters. Adjusting the model setting controls how diverse or sharp the synthetic microstructures appear. (Image: ORNL, DOE)
Researchers have developed a model to generate images that serve as synthetic data close-ups of tungsten surfaces under fusion reactor conditions.
Tungsten is a top-choice material for plasma-facing components (PFCs) in fusion machines, so understanding tungsten’s performance is critical to the safety and longevity of component designs.
W. G. Schuetzenduebel
Nuclear Technology | Volume 28 | Number 3 | March 1976 | Pages 315-327
Technical Paper | Reactor | doi.org/10.13182/NT76-A31514
Articles are hosted by Taylor and Francis Online.
Advances in steam generator design have been made in recent years. The demands of gas-cooled nuclear power plants mean high-temperature operating conditions and space limitations. The feasibility of the high-temperature gascooled reactor (HTGR) concept and the 235U-Th233U fuel cycle was demonstrated by 6 yr of operation of the 40-MW(e) Peach Bottom prototype HTGR power plant. Two steam generators located outside the pressure vessel were used to exchange the heat from the primary coolant (helium) to the secondary coolant (water). A prestressed concrete reactor vessel (PCRV) was used in the design of the 330-MW(e) Fort St. Vrain power demonstration plant. Use of the PCRV made the integration of all the nuclear steam supply system components practical. The primary coolant inventory was reduced and external piping and steam generator pressure shells were eliminated. A once-through-type steam generator system was selected. Materials selected for use in the pressure parts exceeded American Society of Mechanical Engineers Code requirements. The next step in the development of HTGR technology is the large commercial HTGR plant, which has once-through-type steam generators with a nominal capacity of 500 MW(th). Materials used in the main steam section range from 2¼ Cr—1 Mo to Ni-Fe-Cr (Alloy 800). High carbon levels were used to increase the creep strength of the materials. Gas cooling for fast breeder reactors is being studied by designing a 300-MW(e) demonstration plant. The steam generators are similar to the design of the Fort St. Vrain and large commercial plants. Tubes made of Alloy 800 are used.