探花直播 of Cambridge - food /taxonomy/subjects/food en Pledge to phase out toxic lead ammunition in UK hunting by 2025 has failed /research/news/pledge-to-phase-out-toxic-lead-ammunition-in-uk-hunting-by-2025-has-failed <div class="field field-name-field-news-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><img class="cam-scale-with-grid" src="/sites/default/files/styles/content-580x288/public/news/research/news/3-pheasant-phasianus-colchicus-adult-male-credit-andy-hay-rspb-images-com-885x428px.jpg?itok=V1vw1ZP2" alt="Adult pheasant in grass" title="Adult pheasant , Credit: Andy Hay, RSPB" /></div></div></div><div class="field field-name-body field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p> 探花直播pledge, made in February 2020 by the UK鈥檚 nine leading game shooting and rural organisations, aimed to benefit wildlife and the environment and ensure a market for the healthiest game meat food products.聽</p> <p>But a Cambridge team, working with the 探花直播 of the Highlands and Islands, has consistently shown that lead shot was not being phased out quickly enough to achieve a complete voluntary transition to non-toxic ammunition by 2025. In a final study, <a href="https://doi.org/10.52201/CEJ22/EXYS6184">published on 6 March in the journal <em>Conservation Evidence</em></a>, the team concludes that the intended transition has failed.</p> <p> 探花直播team has closely monitored the impact of the pledge every year since its introduction, recruiting expert volunteers to buy whole pheasants from butchers, game dealers and supermarkets across Britain and recover embedded shotgun pellets for analysis.</p> <p>In 2025, the study - called SHOT-SWITCH - found that of 171 pheasants found to contain shot, 99% had been killed with lead ammunition.聽</p> <p>This year, for the first time, the team also analysed shotgun pellets found in red grouse carcasses shot in the 2024/25 shooting season and on sale through butchers鈥 shops and online retailers. In all 78 grouse carcasses from which any shot was recovered, the shot was lead.</p> <p>鈥淢any members of the shooting community had hoped that the voluntary pledge away from lead ammunition would avert the need for regulation. But the voluntary route has now been tested - with efforts made by many people - and it has not been successful,鈥 said Professor Rhys Green in the 探花直播 of Cambridge鈥檚 Department of Zoology and lead author of the report.</p> <p>Eating game meat killed using lead shot will expose people unnecessarily to additional dietary lead. Lead is toxic to humans even in very small concentrations; the development of the nervous system in young and unborn children is especially sensitive to its effects. As a result, many food safety agencies now advise that young children and pregnant women should avoid, or minimise, eating game meat from animals killed using lead ammunition.</p> <p>Discarded shot from hunting also poisons and kills many tens of thousands of the UK鈥檚 wild birds each year.</p> <p>Despite proposing the voluntary change, many shooting organisations and some individual shooters do not support proposed regulatory restrictions on lead ammunition.</p> <p>Green said: 鈥淧rivate individuals pay a lot of money to shoot pheasants on some private estates - and people don鈥檛 like to change their habits. It鈥檚 a bit like wearing car seatbelts, or not smoking in pubs. Despite the good reasons for doing these things, some people were strongly against using regulation to achieve those changes, which are now widely accepted as beneficial. 探花直播parallel with shooting game with lead shotgun ammunition is striking.鈥澛</p> <p>Danish shooters now say that the legal ban on lead introduced in Denmark around 30 years ago was justified. They say it has not reduced the practicality or popularity of their sport, and has increased its acceptability to wider society.</p> <p>鈥淎lthough a few large UK estates have managed to enforce non-lead ammunition on pheasant shoots, some have had to be quite draconian in order to do it, with the estate gamekeepers insisting on loading the guns for the shooters,鈥 added Green.</p> <p>In the 2020/21 and 2021/22 shooting seasons, over 99% of the pheasants studied were shot using lead ammunition. This figure dropped slightly to 94% in 2022/23 and 93% in 2023/24, with the remaining pheasants killed by ammunition made of steel or a metal called bismuth, before rising to 99% again in 2024/25.</p> <p><strong>Retail pressure</strong></p> <p> 探花直播researchers also checked up on a pledge made by Waitrose in 2019 to stop selling game killed with lead ammunition.聽</p> <p>They found that the retailer had been largely let down by suppliers, and that some of their shooters continued to shoot using lead despite making assurances to the contrary. As a result, Waitrose did not sell oven-ready pheasants at all between 2021 and 2023. It sold pheasants again in January 2024 and the 2024/25 season, but the researchers showed that the majority had been killed using lead shot.</p> <p>In 2022 the National Game Dealers Association (NGDA), which buys game and sells it to the public and food retailers, also announced it would no longer sell game of any kind that had been shot using lead ammunition. But this pledge has since been withdrawn. 探花直播researchers bought 2024/25 season pheasants from three NGDA member businesses and found that all had been shot with lead ammunition.</p> <p><strong>Inside influence</strong>聽</p> <p> 探花直播researchers also analysed all articles relating to the voluntary transition published in the magazine of the UK鈥檚 largest shooting organisation, the British Association for Shooting and Conservation. They found that articles near the beginning of the five-year pledge communicated clear, frequent and positive messages about the effectiveness and practicality of non-lead shotgun ammunition.</p> <p>But by 2023, mentions of the transition and encouragement to follow it had dropped dramatically.聽</p> <p><strong> 探花直播upshot</strong></p> <p>At the request of the Defra Secretary of State, the UK Health &amp; Safety Executive (HSE) has assessed the risks to the environment and human health posed by lead in shot and bullets. Its report, published in December 2024, proposes that the UK Government bans the use of lead shot and large calibre bullets for game shooting because of the risks they pose to the environment and health. This recommendation is currently under review by Defra ministers, with a response due in March 2025.</p> <p>Steel shotgun pellets are a practical alternative to lead and can be used in the vast majority of shotguns, as can other safe lead-free alternatives. But the results of this study indicate UK hunters remain unwilling to make the switch voluntarily.</p> <p>Since 2010, UK governments have preferred voluntary controls over regulation in many areas of environment and food policy and have suggested that regulation be used only as a last resort.</p> <p>鈥淪hooting organisations did a lot of questionnaire surveys when the pledge was introduced in 2020, and the results suggested many shooters thought the time had come to switch away from lead ammunition. Those responses stand in contrast to what we鈥檝e actually measured for both pheasant and grouse,鈥 said study co-author Dr Mark Taggart at the 探花直播 of the Highlands and Islands.</p> <p><strong>Toxic lead</strong></p> <p>A <a href="/research/news/pheasant-meat-sold-for-food-found-to-contain-many-tiny-shards-of-toxic-lead">previous study</a> led by Green and colleagues found that pheasants killed by lead shot contained many fragments of lead too small to detect by eye or touch, and too distant from the shot to be removed without throwing away a large proportion of otherwise useable meat. This means that eating pheasant killed using lead shot is likely to expose consumers to raised levels of lead in their diet, even if the meat is carefully prepared to remove whole shotgun pellets and the most damaged tissue.</p> <p>Lead has been banned from use in paint and petrol for decades. It is toxic to humans when absorbed by the body and there is no known safe level of exposure. Lead accumulates in the body over time and can cause long-term harm, including increased risk of cardiovascular disease and kidney disease in adults. Lead is known to lower IQ in young children and affect the neurological development of unborn babies.</p> <p> 探花直播studies were part-funded by the RSPB, Waitrose &amp; Partners, and an anonymous donor. They were supported by a group of unpaid volunteers, who are co-authors of the reports.<br /> 聽</p> <h2>References</h2> <p>Green, R E et al: 鈥<a href="https://doi.org/10.52201/CEJ22/EXYS6184"> 探花直播proportion of common pheasants shot using lead shotgun ammunition in Britain has barely changed despite five years of voluntary efforts to switch from lead to non-lead ammunition</a>.鈥 March 2025, Conservation Evidence. DOI: 10.52201/CEJ22/EXYS6184</p> <p>Green, R E et al.: 鈥<a href="https://conservationevidencejournal.com/reference/pdf/12814">Sampling of red grouse carcasses in Britain indicates no progress during an intended five-year voluntary transition from lead to non-lead shotgun ammunition</a>.鈥 February 2025, Conservation Evidence. DOI: 10.52201/CEJ22/YYWM1722<br /> 聽</p> </div></div></div><div class="field field-name-field-content-summary field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p><p>A voluntary pledge made by UK shooting organisations in 2020 to replace lead shot with non-toxic alternatives by 2025 has failed, analysis by Cambridge researchers finds.</p> </p></div></div></div><div class="field field-name-field-content-quote field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"> 探花直播voluntary route has now been tested - with efforts made by many people - and it has not been successful.</div></div></div><div class="field field-name-field-content-quote-name field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Rhys Green</div></div></div><div class="field field-name-field-image-credit field-type-link-field field-label-hidden"><div class="field-items"><div class="field-item even"><a href="/" target="_blank">Andy Hay, RSPB</a></div></div></div><div class="field field-name-field-image-desctiprion field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Adult pheasant </div></div></div><div class="field field-name-field-cc-attribute-text field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><p><a href="https://creativecommons.org/licenses/by-nc-sa/4.0/" rel="license"><img alt="Creative Commons License." src="/sites/www.cam.ac.uk/files/inner-images/cc-by-nc-sa-4-license.png" style="border-width: 0px; width: 88px; height: 31px;" /></a><br /> 探花直播text in this work is licensed under a <a href="https://creativecommons.org/licenses/by-nc-sa/4.0/">Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License</a>. Images, including our videos, are Copyright 漏 探花直播 of Cambridge and licensors/contributors as identified. All rights reserved. We make our image and video content available in a number of ways 鈥 on our <a href="/">main website</a> under its <a href="/about-this-site/terms-and-conditions">Terms and conditions</a>, and on a <a href="/about-this-site/connect-with-us">range of channels including social media</a> that permit your use and sharing of our content under their respective Terms.</p> </div></div></div><div class="field field-name-field-show-cc-text field-type-list-boolean field-label-hidden"><div class="field-items"><div class="field-item even">Yes</div></div></div><div class="field field-name-field-license-type field-type-taxonomy-term-reference field-label-above"><div class="field-label">Licence type:&nbsp;</div><div class="field-items"><div class="field-item even"><a href="/taxonomy/imagecredit/attribution-noncommerical">Attribution-Noncommerical</a></div></div></div> Thu, 06 Mar 2025 09:14:35 +0000 jg533 248747 at Ultra-processed food makes up almost two-thirds of calorie intake of UK adolescents /research/news/ultra-processed-food-makes-up-almost-two-thirds-of-calorie-intake-of-uk-adolescents <div class="field field-name-field-news-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><img class="cam-scale-with-grid" src="/sites/default/files/styles/content-580x288/public/news/research/news/gettyimages-155152902-web_0.jpg?itok=5k1O6MdV" alt="Boy eating a burger" title="Boy eating a burger, Credit: Juanmonino (Getty Images)" /></div></div></div><div class="field field-name-body field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p> 探花直播study found that UPF consumption was highest among adolescents from deprived backgrounds, those of white ethnicity, and younger adolescents.</p>&#13; &#13; <p>UPFs are food items that are manufactured from industrial substances and contain additives such as preservatives, sweeteners, colourings, flavourings, and emulsifiers. UPFs vary greatly, but tend to indicate poor dietary quality, with higher levels of added sugars, saturated fat, and sodium, as well as decreased fibre, protein, and micronutrient content. They have been suggested as one of the key drivers of the global rise in diseases such as obesity, type 2 diabetes, and cancer.</p>&#13; &#13; <p>Globally, the availability and sales of UPFs have increased over time and previous evidence suggests that this has led to increased consumption among adolescents. To look at trends within the UK, researchers from Cambridge and Bristol analysed data from four-day food diaries of almost 3,000 adolescents in the UK National Diet and Nutrition Survey between 2008/09 and 2018/19.</p>&#13; &#13; <p>In research published today in the <em>European Journal of Nutrition</em>, the researchers found that a mean of 66% of adolescents鈥 energy intake came from UPF consumption during this period, though there was a slight fall from 68% to 63% between 2008/09 and 2018/2019.</p>&#13; &#13; <p>Parents鈥 occupation, ethnic group and UK region all influenced the proportion of calorie intake from UPFs:</p>&#13; &#13; <ul>&#13; <li>Adolescents from disadvantaged backgrounds consumed a higher proportion of their calorie intake from UPFs compared to adolescents from less disadvantaged backgrounds (68.4% compared with 63.8%). 聽</li>&#13; <li>Adolescents from a non-white ethnicity consumed a lower proportion of their calorie intake from UPFs (59.0% compared with 67.3%).</li>&#13; <li>Adolescents living in the North of England consumed a higher proportion of their calorie intake from UPFs compared with those living in the South of England and London (67.4% compared with 64.1%).</li>&#13; <li>18-year-olds consumed a lower proportion of their calorie intake from UPFs compared with 11-year-olds (63.4% compared with 65.6%).</li>&#13; </ul>&#13; &#13; <p>Dr Yanaina Chavez-Ugalde from the Medical Research Council (MRC) Epidemiology Unit at the 探花直播 of Cambridge, the study鈥檚 first author, said: 鈥淎dolescents鈥 food patterns and practices are influenced by many factors, including their home environment, the marketing they are exposed to and the influence of their friends and peers. But adolescence is also an important time in our lives where behaviours begin to become ingrained.</p>&#13; &#13; <p>鈥淚t鈥檚 clear from our findings that ultra-processed foods make up the majority of adolescents鈥 diets, and their consumption is at a much higher level than is ideal, given their potential negative health impacts.鈥</p>&#13; &#13; <p> 探花直播researchers argue that the observed reduction in UPF intake pre-pandemic could be partly explained by an increased public awareness and health concerns associated with sugar consumption, government-led campaigns, sugar-taxes in other countries and the reformulation of sugary drinks to reduce their sugar content.</p>&#13; &#13; <p>Dr Esther van Sluijs from the MRC Epidemiology Unit at Cambridge, joint senior author, said: 鈥淯ltra-processed foods offer convenient and often cheaper solutions to time- and income-poor families, but unfortunately many of these foods also offer poor nutritional value. This could be contributing to the inequalities in health we see emerging across childhood and adolescence.鈥</p>&#13; &#13; <p>Dr Zoi Toumpakari from the Centre for Exercise, Nutrition and Health Sciences at the 探花直播 of Bristol, joint senior author, added: 鈥淥ur findings suggest that disparities in consumption of ultra-processed foods are not just down to individual choices. We hope this evidence can help guide policymakers in designing more effective policies to combat the negative effects of ultra-processed food consumption among youth and the ripple effects this has on public health.鈥</p>&#13; &#13; <p>This study was largely funded by the National Institute for Health and Care Research School for Public Health Research.</p>&#13; &#13; <p><em><strong>Reference</strong><br />&#13; Chavez-Ugalde, Y et al. <a href="https://doi.org/10.1007/s00394-024-03458-z">Ultra-processed food consumption in UK adolescents: distribution, trends, and sociodemographic correlates using the National Diet and Nutrition Survey 2008/09 to 2018/19.</a> Eur J Nutr; 17 Jul 2024; DOI: 10.1007/s00394-024-03458-z</em></p>&#13; </div></div></div><div class="field field-name-field-content-summary field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p><p>Adolescents consume around two-thirds of their daily calories from ultra-processed foods (UPFs), new research from the Universities of Cambridge and Bristol has found.</p>&#13; </p></div></div></div><div class="field field-name-field-content-quote field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even">Ultra-processed foods make up the majority of adolescents鈥 diets, and their consumption is at a much higher level than is ideal, given their potential negative health impacts</div></div></div><div class="field field-name-field-content-quote-name field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Yanaina Chavez-Ugalde</div></div></div><div class="field field-name-field-image-credit field-type-link-field field-label-hidden"><div class="field-items"><div class="field-item even"><a href="https://www.gettyimages.co.uk/detail/photo/fast-food-lover-royalty-free-image/155152902?phrase=teenager eating burger" target="_blank">Juanmonino (Getty Images)</a></div></div></div><div class="field field-name-field-image-desctiprion field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Boy eating a burger</div></div></div><div class="field field-name-field-cc-attribute-text field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><p><a href="https://creativecommons.org/licenses/by-nc-sa/4.0/" rel="license"><img alt="Creative Commons License." src="/sites/www.cam.ac.uk/files/inner-images/cc-by-nc-sa-4-license.png" style="border-width: 0px; width: 88px; height: 31px;" /></a><br />&#13; 探花直播text in this work is licensed under a <a href="https://creativecommons.org/licenses/by-nc-sa/4.0/">Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License</a>. Images, including our videos, are Copyright 漏 探花直播 of Cambridge and licensors/contributors as identified. All rights reserved. We make our image and video content available in a number of ways 鈥 on our <a href="/">main website</a> under its <a href="/about-this-site/terms-and-conditions">Terms and conditions</a>, and on a <a href="/about-this-site/connect-with-us">range of channels including social media</a> that permit your use and sharing of our content under their respective Terms.</p>&#13; </div></div></div><div class="field field-name-field-show-cc-text field-type-list-boolean field-label-hidden"><div class="field-items"><div class="field-item even">Yes</div></div></div> Wed, 17 Jul 2024 01:30:13 +0000 cjb250 246921 at AI predicts healthiness of food menus /stories/ai-healthy-menus <div class="field field-name-field-content-summary field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p><p>Cambridge researchers have used artificial intelligence to predict the healthiness of caf茅, takeaway and restaurant menus at outlets across Britain and used this information to map which of its local authorities have the most and least healthy food environments.</p> </p></div></div></div> Fri, 08 Mar 2024 08:00:27 +0000 cjb250 244861 at Robot 鈥榗hef鈥 learns to recreate recipes from watching food videos /research/news/robot-chef-learns-to-recreate-recipes-from-watching-food-videos <div class="field field-name-field-news-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><img class="cam-scale-with-grid" src="/sites/default/files/styles/content-580x288/public/news/research/news/untitled-3_1.jpg?itok=RV53FI1P" alt="Robot arm reaching for a piece of broccoli" title="Credit: None" /></div></div></div><div class="field field-name-body field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p> 探花直播researchers, from the 探花直播 of Cambridge, programmed their robotic chef with a 鈥榗ookbook鈥 of eight simple salad recipes. After watching a video of a human demonstrating one of the recipes, the robot was able to identify which recipe was being prepared and make it.</p>&#13; &#13; <p>In addition, the videos helped the robot incrementally add to its cookbook. At the end of the experiment, the robot came up with a ninth recipe on its own. Their <a href="https://ieeexplore.ieee.org/document/10124218">results</a>, reported in the journal <em>IEEE Access</em>, demonstrate how video content can be a valuable and rich source of data for automated food production, and could enable easier and cheaper deployment of robot chefs.</p>&#13; &#13; <p>Robotic chefs have been featured in science fiction for decades, but in reality, cooking is a challenging problem for a robot. Several commercial companies have built prototype robot chefs, although none of these are currently commercially available, and they lag well behind their human counterparts in terms of skill.</p>&#13; &#13; <p>Human cooks can learn new recipes through observation, whether that鈥檚 watching another person cook or watching a video on YouTube, but programming a robot to make a range of dishes is costly and time-consuming.</p>&#13; &#13; <p>鈥淲e wanted to see whether we could train a robot chef to learn in the same incremental way that humans can 鈥 by identifying the ingredients and how they go together in the dish,鈥 said Grzegorz Sochacki from Cambridge鈥檚 Department of Engineering, the paper鈥檚 first author.</p>&#13; &#13; <p>Sochacki, a PhD candidate in Professor Fumiya Iida鈥檚 <a href="https://birlab.org/">Bio-Inspired Robotics Laboratory</a>, and his colleagues devised eight simple salad recipes and filmed themselves making them. They then used a publicly available neural network to train their robot chef. 探花直播neural network had already been programmed to identify a range of different objects, including the fruits and vegetables used in the eight salad recipes (broccoli, carrot, apple, banana and orange).</p>&#13; &#13; <p>Using computer vision techniques, the robot analysed each frame of video and was able to identify the different objects and features, such as a knife and the ingredients, as well as the human demonstrator鈥檚 arms, hands and face. Both the recipes and the videos were converted to vectors and the robot performed mathematical operations on the vectors to determine the similarity between a demonstration and a vector.</p>&#13; &#13; <p>By correctly identifying the ingredients and the actions of the human chef, the robot could determine which of the recipes was being prepared. 探花直播robot could infer that if the human demonstrator was holding a knife in one hand and a carrot in the other, the carrot would then get chopped up.</p>&#13; &#13; <p>Of the 16 videos it watched, the robot recognised the correct recipe 93% of the time, even though it only detected 83% of the human chef鈥檚 actions. 探花直播robot was also able to detect that slight variations in a recipe, such as making a double portion or normal human error, were variations and not a new recipe. 探花直播robot also correctly recognised the demonstration of a new, ninth salad, added it to its cookbook and made it.</p>&#13; &#13; <p>鈥淚t鈥檚 amazing how much nuance the robot was able to detect,鈥 said Sochacki. 鈥淭hese recipes aren鈥檛 complex 鈥 they鈥檙e essentially chopped fruits and vegetables, but it was really effective at recognising, for example, that two chopped apples and two chopped carrots is the same recipe as three chopped apples and three chopped carrots.鈥 聽</p>&#13; &#13; <p> 探花直播videos used to train the robot chef are not like the food videos made by some social media influencers, which are full of fast cuts and visual effects, and quickly move back and forth between the person preparing the food and the dish they鈥檙e preparing. For example, the robot would struggle to identify a carrot if the human demonstrator had their hand wrapped around it 鈥 for the robot to identify the carrot, the human demonstrator had to hold up the carrot so that the robot could see the whole vegetable.</p>&#13; &#13; <p>鈥淥ur robot isn鈥檛 interested in the sorts of food videos that go viral on social media 鈥 they鈥檙e simply too hard to follow,鈥 said Sochacki. 鈥淏ut as these robot chefs get better and faster at identifying ingredients in food videos, they might be able to use sites like YouTube to learn a whole range of recipes.鈥</p>&#13; &#13; <p> 探花直播research was supported in part by Beko plc and the Engineering and Physical Sciences Research Council (EPSRC), part of UK Research and Innovation (UKRI).</p>&#13; &#13; <p><em><strong>Reference:</strong><br />&#13; Grzegorz Sochacki et al. 鈥<a href="https://ieeexplore.ieee.org/document/10124218">Recognition of Human Chef鈥檚 Intentions for Incremental Learning of Cookbook by Robotic Salad Chef</a>.鈥 IEEE Access (2023). DOI: 10.1109/ACCESS.2023.3276234</em></p>&#13; </div></div></div><div class="field field-name-field-content-summary field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p><p>Researchers have trained a robotic 鈥榗hef鈥 to watch and learn from cooking videos, and recreate the dish itself.</p>&#13; </p></div></div></div><div class="field field-name-field-content-quote field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even">We wanted to see whether we could train a robot chef to learn in the same incremental way that humans can 鈥 by identifying the ingredients and how they go together in the dish</div></div></div><div class="field field-name-field-content-quote-name field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Greg Sochacki</div></div></div><div class="field field-name-field-media field-type-file field-label-hidden"><div class="field-items"><div class="field-item even"><div id="file-208991" class="file file-video file-video-youtube"> <h2 class="element-invisible"><a href="/file/robot-chef-learns-to-recreate-recipes-from-watching-food-videos">Robot 鈥榗hef鈥 learns to recreate recipes from watching food videos</a></h2> <div class="content"> <div class="cam-video-container media-youtube-video media-youtube-1 "> <iframe class="media-youtube-player" src="https://www.youtube-nocookie.com/embed/nx3k4XA3x4Q?wmode=opaque&controls=1&rel=0&autohide=0" frameborder="0" allowfullscreen></iframe> </div> </div> </div> </div></div></div><div class="field field-name-field-cc-attribute-text field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><p><a href="https://creativecommons.org/licenses/by-nc-sa/4.0/" rel="license"><img alt="Creative Commons License." src="/sites/www.cam.ac.uk/files/inner-images/cc-by-nc-sa-4-license.png" style="border-width: 0px; width: 88px; height: 31px;" /></a><br />&#13; 探花直播text in this work is licensed under a <a href="https://creativecommons.org/licenses/by-nc-sa/4.0/">Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License</a>. Images, including our videos, are Copyright 漏 探花直播 of Cambridge and licensors/contributors as identified.聽 All rights reserved. We make our image and video content available in a number of ways 鈥 as here, on our <a href="/">main website</a> under its <a href="/about-this-site/terms-and-conditions">Terms and conditions</a>, and on a <a href="/about-this-site/social-media/connect-with-us">range of channels including social media</a> that permit your use and sharing of our content under their respective Terms.</p>&#13; </div></div></div><div class="field field-name-field-show-cc-text field-type-list-boolean field-label-hidden"><div class="field-items"><div class="field-item even">Yes</div></div></div> Mon, 05 Jun 2023 01:00:00 +0000 sc604 239811 at Cambridge experts on UK drought and climate change /stories/drought-and-climate-change <div class="field field-name-field-content-summary field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p><p>From pollinators to profits, food to fires, here's what Cambridge experts say about the impacts of water scarcity 鈥 and what it signals about our changing climate.</p> </p></div></div></div> Tue, 16 Aug 2022 09:25:55 +0000 lw355 233771 at Taste of the future: robot chef learns to 鈥榯aste as you go鈥 /research/news/taste-of-the-future-robot-chef-learns-to-taste-as-you-go <div class="field field-name-field-news-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><img class="cam-scale-with-grid" src="/sites/default/files/styles/content-580x288/public/news/research/news/chef.jpg?itok=zwU4FEoU" alt="" title="Credit: None" /></div></div></div><div class="field field-name-body field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p>Working in collaboration with domestic appliances manufacturer Beko, researchers from the 探花直播 of Cambridge trained their robot chef to assess the saltiness of a dish at different stages of the chewing process, imitating a similar process in humans.</p> <p>Their results could be useful in the development of automated or semi-automated food preparation by helping robots to learn what tastes good and what doesn鈥檛, making them better cooks.</p> <p>When we chew our food, we notice a change in texture and taste. For example, biting into a fresh tomato at the height of summer will release juices, and as we chew, releasing both saliva and digestive enzymes, our perception of the tomato鈥檚 flavour will change.</p> <p> 探花直播robot chef, which has already been trained to make omelettes based on human taster鈥檚 feedback, tasted nine different variations of a simple dish of scrambled eggs and tomatoes at three different stages of the chewing process, and produced 鈥榯aste maps鈥 of the different dishes.</p> <p> 探花直播researchers found that this 鈥榯aste as you go鈥 approach significantly improved the robot鈥檚 ability to quickly and accurately assess the saltiness of the dish over other electronic tasting technologies, which only test a single homogenised sample. 探花直播<a href="https://www.frontiersin.org/articles/10.3389/frobt.2022.886074/abstract">results</a> are reported in the journal <em>Frontiers in Robotics &amp; AI</em>.</p> <p> 探花直播perception of taste is a complex process in humans that has evolved over millions of years: the appearance, smell, texture and temperature of food all affect how we perceive taste; the saliva produced during chewing helps carry chemical compounds in food to taste receptors mostly on the tongue; and the signals from taste receptors are passed to the brain. Once our brains are aware of the flavour, we decide whether we enjoy the food or not.</p> <p>Taste is also highly individual: some people love spicy food, while others have a sweet tooth. A good cook, whether amateur or professional, relies on their sense of taste, and can balance the various flavours within a dish to make a well-rounded final product.</p> <p>鈥淢ost home cooks will be familiar with the concept of tasting as you go 鈥 checking a dish throughout the cooking process to check whether the balance of flavours is right,鈥 said Grzegorz Sochacki from Cambridge鈥檚 Department of Engineering, the paper鈥檚 first author. 鈥淚f robots are to be used for certain aspects of food preparation, it鈥檚 important that they are able to 鈥榯aste鈥 what they鈥檙e cooking.鈥</p> <p>鈥淲hen we taste, the process of chewing also provides continuous feedback to our brains,鈥 said co-author Dr Arsen Abdulali, also from the Department of Engineering. 鈥淐urrent methods of electronic testing only take a single snapshot from a homogenised sample, so we wanted to replicate a more realistic process of chewing and tasting in a robotic system, which should result in a tastier end product.鈥</p> <p> 探花直播researchers are members of Cambridge鈥檚 <a href="https://birlab.org/">Bio-Inspired Robotics Laboratory</a> run by <a href="http://mi.eng.cam.ac.uk/Main/FI224">Professor Fumiya Iida</a> of the Department of Engineering, which focuses on training robots to carry out the so-called last metre problems which humans find easy, but robots find difficult. Cooking is one of these tasks: earlier tests with their robot 鈥榗hef鈥 have produced a passable omelette using feedback from human tasters.</p> <p>鈥淲e needed something cheap, small and fast to add to our robot so it could do the tasting: it needed to be cheap enough to use in a kitchen, small enough for a robot, and fast enough to use while cooking,鈥 said Sochacki.</p> <p>To imitate the human process of chewing and tasting in their robot chef, the researchers attached a conductance probe, which acts as a salinity sensor, to a robot arm. They prepared scrambled eggs and tomatoes, varying the number of tomatoes and the amount of salt in each dish.</p> <p>Using the probe, the robot 鈥榯asted鈥 the dishes in a grid-like fashion, returning a reading in just a few seconds.</p> <p>To imitate the change in texture caused by chewing, the team then put the egg mixture in a blender and had the robot test the dish again. 探花直播different readings at different points of 鈥榗hewing鈥 produced taste maps of each dish.</p> <p>Their results showed a significant improvement in the ability of robots to assess saltiness over other electronic tasting methods, which are often time-consuming and only provide a single reading.</p> <p>While their technique is a proof of concept, the researchers say that by imitating the human processes of chewing and tasting, robots will eventually be able to produce food that humans will enjoy and could be tweaked according to individual tastes.</p> <p>鈥淲hen a robot is learning how to cook, like any other cook, it needs indications of how well it did,鈥 said Abdulali. 鈥淲e want the robots to understand the concept of taste, which will make them better cooks. In our experiment, the robot can 鈥榮ee鈥 the difference in the food as it鈥檚 chewed, which improves its ability to taste.鈥</p> <p>鈥淏eko has a vision to bring robots to the home environment which are safe and easy to use,鈥 said Dr Muhammad W. Chughtai, Senior Scientist at Beko plc. 鈥淲e believe that the development of robotic chefs will play a major role in busy households and assisted living homes in the future. This result is a leap forward in robotic cooking, and by using machine and deep learning algorithms, mastication will help robot chefs adjust taste for different dishes and users.鈥</p> <p>In future, the researchers are looking to improve the robot chef so it can taste different types of food and improve sensing capabilities so it can taste sweet or oily food, for example.</p> <p> 探花直播research was supported in part by Beko plc and the Engineering and Physical Sciences Research Council (EPSRC) Centre of Doctoral Training on Agri-Food Robotics (Agriforwards CDT). EPSRC is part of UK Research and Innovation (UKRI).聽Fumiya Iida is a Fellow of Corpus Christi College, Cambridge.</p> <p>聽</p> <p><em><strong>Reference:</strong><br /> Grzegorz Sochacki, Arsen Abdulali, and Fumiya Iida. 鈥<a href="https://www.frontiersin.org/articles/10.3389/frobt.2022.886074/abstract">Mastication-Enhanced Taste-Based Classification of Multi-Ingredient Dishes for Robotic Cooking</a>.鈥 Frontiers in Robotics &amp; AI (2022). DOI: 10.3389/frobt.2022.886074</em></p> </div></div></div><div class="field field-name-field-content-summary field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p><p>A robot 鈥榗hef鈥 has been trained to taste food at different stages of the chewing process to assess whether it鈥檚 sufficiently seasoned.</p> </p></div></div></div><div class="field field-name-field-content-quote field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even">If robots are to be used for certain aspects of food preparation, it鈥檚 important that they are able to 鈥榯aste鈥 what they鈥檙e cooking</div></div></div><div class="field field-name-field-content-quote-name field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Grzegorz Sochacki</div></div></div><div class="field field-name-field-media field-type-file field-label-hidden"><div class="field-items"><div class="field-item even"><div id="file-194681" class="file file-video file-video-youtube"> <h2 class="element-invisible"><a href="/file/taste-of-the-future-robot-chef-learns-to-taste-as-you-go">Taste of the future: robot chef learns to 鈥榯aste as you go鈥</a></h2> <div class="content"> <div class="cam-video-container media-youtube-video media-youtube-2 "> <iframe class="media-youtube-player" src="https://www.youtube-nocookie.com/embed/nZ0xviqzUJg?wmode=opaque&controls=1&rel=0&autohide=0" frameborder="0" allowfullscreen></iframe> </div> </div> </div> </div></div></div><div class="field field-name-field-cc-attribute-text field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><p><a href="http://creativecommons.org/licenses/by/4.0/" rel="license"><img alt="Creative Commons License" src="https://i.creativecommons.org/l/by/4.0/88x31.png" style="border-width:0" /></a><br /> 探花直播text in this work is licensed under a <a href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</a>. Images, including our videos, are Copyright 漏 探花直播 of Cambridge and licensors/contributors as identified.聽 All rights reserved. We make our image and video content available in a number of ways 鈥 as here, on our <a href="/">main website</a> under its <a href="/about-this-site/terms-and-conditions">Terms and conditions</a>, and on a <a href="/about-this-site/connect-with-us">range of channels including social media</a> that permit your use and sharing of our content under their respective Terms.</p> </div></div></div><div class="field field-name-field-show-cc-text field-type-list-boolean field-label-hidden"><div class="field-items"><div class="field-item even">Yes</div></div></div> Wed, 04 May 2022 04:00:00 +0000 sc604 231861 at British consumers complicit in forty-year 鈥榟ealthy eating鈥 failure, new study suggests /research/news/british-consumers-complicit-in-forty-year-healthy-eating-failure-new-study-suggests <div class="field field-name-field-news-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><img class="cam-scale-with-grid" src="/sites/default/files/styles/content-580x288/public/news/research/news/fish-and-chips-ginnidevillepixabay590x288.jpg?itok=zErQ6kzM" alt="Fish and chips" title="Fish and chips, Credit: GinniDeville via Pixabay" /></div></div></div><div class="field field-name-body field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p>Supermarkets and food manufacturers have been excessively blamed for Britain鈥檚 unhealthy eating habits since the 1980s, according to Cambridge historian Dr Katrina-Louise Moseley.</p> <p>In an article published in <em>Contemporary British History</em>, Moseley argues that far from being passive victims of manipulation in this period, consumers were 鈥榗omplicit鈥 in long-term behavioural shifts, proactively selecting, rejecting and sweetening advice from the government, the food industry and the media to fit their circumstances and to satisfy their appetites.</p> <p>Rather than seeking to cast blame, Moseley asserts that we should think more carefully about how people rationalise their eating behaviours and interpret advice about food. Speaking ahead of a public event entitled '<a href="https://warwick.ac.uk/research/priorities/food/research/food-culture/">Food on the Move</a>' (9聽July 2021), Moseley added that this is particularly relevant in the context of the COVID-19 pandemic, which has had a dramatic impact on eating behaviours.</p> <p>鈥淔ood is a powerful coping mechanism in times of emotional distress, so it isn鈥檛 surprising that people have been buying extra packets of their favourite snack or eating more takeaways. I鈥檓 interested in the psychology of consumption and getting away from moralising language around food, which can be damaging鈥, Moseley said. As part of the event, hosted by the 探花直播 of Warwick, Moseley invites readers to complete an <a href="https://freeonlinesurveys.com/s/qSuEbj8K#/0">anonymous survey</a> (closes 9聽July 2021) to reflect on how their own food practices have changed during the pandemic.</p> <p>In her article, Moseley contrasts the success of Britain鈥檚 anti-smoking campaign, which transformed attitudes to tobacco in the 1960s and 70s, with the failure of the 鈥榟ealthy eating鈥 campaign to counteract rising levels of obesity from the late 1980s onwards.</p> <p>Moseley said: 鈥 探花直播state faced a really difficult task. 鈥楧on鈥檛 smoke鈥 was a clear-cut message but you can鈥檛 tell people not to eat. Food can't be rejected outright, it has to remain a part of everyday life, and that makes it so much more complicated. We鈥檙e still really struggling with this today.鈥</p> <p> 探花直播historian makes fresh use of consumer interviews and surveys conducted in England and Wales in the 1980s and 90s. These include a Mass Observation directive questionnaire on 鈥楩ood and Drink鈥 completed in 1982; interviews and participant observations gathered from 1992鈥96 in response to the 1992 Health of the Nation report; and a collection of life history interviews undertaken with a sample of older people in 2017鈥18.聽</p> <p>Moseley argues that a major problem facing Britain鈥檚 鈥榟ealthy eating鈥 campaign has been its reliance, often unavoidable, on malleable language. Words like 鈥榖alance鈥 and 鈥榤oderation鈥 left themselves open to subjective interpretation. Moseley said: 鈥淭hese records reveal all kinds of people, not just the less affluent, leaning towards convenience foods while still trying to define their lifestyles as healthy.鈥</p> <p>Looking at the 1982 questionnaire records, Moseley found that attitudes to convenience foods were 'shot through with contradictions'. Speaking for herself and her husband, one female respondent claimed, 鈥渘either of us can bear ready-made frozen dinners鈥 鈥 but she made 鈥渁n exception for certain things from Marks &amp; Spencer 鈥 their frozen cod in parsley sauce is palatable and their cauliflower cheese makes me a quick solo meal if Neil is out for the evening.鈥</p> <p>Moseley said: 鈥淔or health enthusiasts and cynics alike, official information about food didn鈥檛 always feel correct. Consumers continued to assert that foods had different effects on different individuals, that one could be overweight whilst leading a healthy lifestyle, and that 鈥 in the midst of a dizzying array of information, self-evaluation was key.鈥澛</p> <p> 探花直播study describes how supermarkets and food manufacturers seized on the idea of 鈥榟ealthy eating鈥 in the 1980s in response to new nutritional guidelines being issued. In 1984, Heinz began a 25-year-programme to reduce salt and sugar in its products; and in 1986 Mars produced a pamphlet entitled 鈥楥onfectionary in a Healthy Diet鈥. Meanwhile Tesco and Sainsbury's turned their attention to nutritional labelling.聽</p> <p>Moseley said: 鈥淲e underestimate what a pivotal role the convenience foods sector played in producing and disseminating knowledge about 鈥榟ealthy eating鈥 in this period. Sometimes, as with Findus鈥 calorie-controlled ready meals, it was the food industry rather than politicians or doctors that gave people usable, workable public health messages. But increasingly people came to view big food companies, government and public health experts as one and the same: a mysterious force manipulating consumer behaviour.鈥澛</p> <p>Testimonies collected in the 1980s and 90s emphasise that new jargon baffled many consumers. Puzzling over the term 鈥榩olyunsaturated margarine鈥, one respondent to the 1980s questionnaire said: 鈥淚 understand that poly means many and unsaturated means not chock full of something, so what is margarine poly unsaturated with or not with?鈥 In 1985, a market research study of nearly 1,500 consumers in England and Wales found that 43% were uncertain whether saturated or polyunsaturated fat was better for them.聽</p> <p>Moseley said: 鈥淭erms like 鈥楨-numbers鈥 and 鈥榮aturated fats鈥 entered public discourse but that didn鈥檛 mean that everyone understood or accepted health advice, let alone changed their behaviours. Naturally, people embraced foods that made their lives easier and their mealtimes tastier, often using the language of 鈥榤oderation鈥 to justify the consumption of highly processed, time-saving foods.鈥</p> <p> 探花直播study examines the rise of scepticism as consumers felt overloaded with confusing, contradictory and unreliable 鈥榟ealthy eating鈥 messages. 探花直播1992鈥96 interviews reveal that consumers became increasingly committed to using their 鈥榗ommon sense鈥 when thinking about food. Moseley said: 鈥淐onsumers didn鈥檛 respond as authorities hoped they would, but they weren鈥檛 irrational or lacking in judgement. People subscribed to their own, highly personalized logics.鈥</p> <p>One 1992鈥96 interviewee said: 鈥渟ome days you just want mashed potatoes and I鈥檓 not going to feel bad about that because with the rest of my life鈥 it鈥檚 balanced鈥.鈥 Interviewees also sought reassurance from their childhood eating habits or those of older relatives, saying things like: 鈥淣an lived to a good old age鈥 or 鈥渋t didn鈥檛 seem to do us much harm at the time鈥.</p> <p>Testimonies from the 1990s also reveal the emergence of a new language linking food and feeling. One woman defined healthy eating as 鈥渢hat difference between鈥 getting a good feeling from what you eat and getting this sort of not very nice feeling鈥. 鈥淐heese especially鈥 made another young woman feel 鈥渟o ugh 鈥 you know it makes me feel so fat and just weighs me down鈥. She added that she felt 鈥渕uch healthier and brighter鈥 if she avoided it.聽</p> <p>Moseley said: 鈥 探花直播idea that different foods might cause individuals to feel a certain way in their bodies prefigured a major shift towards self-diagnosed food intolerances in the early twenty-first century.鈥</p> <p> 探花直播study accepts that some positive health trends did come about in the late 20th century but points out that consumers favoured easier quick-fixes like switching to brown bread and semi-skimmed milk, over sweeping dietary transformations.聽</p> <p>Moseley said: 鈥淢edical researchers remain very worried about public scepticism, but their studies tend to lack historical context. Thinking about the history of trust and cynicism alongside developments in public health can help us understand and reconstruct the bigger picture.鈥</p> <p>Reflecting on Britain鈥檚 food culture today, Moseley points out that economic, social and geographic constraints on 鈥榟ealthy鈥 choices lack public visibility: factors like deprivation, time poverty, and mental illness delimit the choices that consumers feel able to make. She said: 鈥淭oo often, health education campaigns promote 鈥榠nformed鈥 decision making around food, as if social and economic disparities do not exist. Food has long been a site of inequality in Britain, and unfortunately it remains so today.鈥</p> <p>聽</p> <p><strong>Reference</strong>聽</p> <p><em>K聽Moseley, 鈥<a href="https://www.tandfonline.com/doi/full/10.1080/13619462.2021.1915141">From Beveridge Britain to Birds Eye Britain: Shaping knowledge about 鈥榟ealthy eating鈥 in the mid-to-late twentieth-century</a>鈥, Contemporary British History (2021). DOI: 10.1080/13619462.2021.1915141聽</em></p> </div></div></div><div class="field field-name-field-content-summary field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p><p>鈥楬ealthy eating鈥 campaigns have largely failed in Britain for the last four decades because consumers have adapted confusing advice, and incorporated fast and convenience foods into self-defined 鈥榖alanced鈥 lifestyles, a new study argues.</p> </p></div></div></div><div class="field field-name-field-content-quote field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even">These records reveal all kinds of people ... leaning towards convenience foods while still trying to define their lifestyles as healthy</div></div></div><div class="field field-name-field-content-quote-name field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Katrina-Louise Moseley</div></div></div><div class="field field-name-field-image-credit field-type-link-field field-label-hidden"><div class="field-items"><div class="field-item even"><a href="https://pixabay.com/photos/fish-and-chips-food-fast-food-cod-2187421/" target="_blank">GinniDeville via Pixabay</a></div></div></div><div class="field field-name-field-image-desctiprion field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Fish and chips</div></div></div><div class="field field-name-field-cc-attribute-text field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><p><a href="http://creativecommons.org/licenses/by/4.0/" rel="license"><img alt="Creative Commons License" src="https://i.creativecommons.org/l/by/4.0/88x31.png" style="border-width:0" /></a><br /> 探花直播text in this work is licensed under a <a href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</a>. Images, including our videos, are Copyright 漏 探花直播 of Cambridge and licensors/contributors as identified.聽 All rights reserved. We make our image and video content available in a number of ways 鈥 as here, on our <a href="/">main website</a> under its <a href="/about-this-site/terms-and-conditions">Terms and conditions</a>, and on a <a href="/about-this-site/connect-with-us">range of channels including social media</a> that permit your use and sharing of our content under their respective Terms.</p> </div></div></div><div class="field field-name-field-show-cc-text field-type-list-boolean field-label-hidden"><div class="field-items"><div class="field-item even">Yes</div></div></div><div class="field field-name-field-license-type field-type-taxonomy-term-reference field-label-above"><div class="field-label">Licence type:&nbsp;</div><div class="field-items"><div class="field-item even"><a href="/taxonomy/imagecredit/attribution">Attribution</a></div></div></div> Thu, 01 Jul 2021 06:00:00 +0000 ta385 225181 at A good egg: robot chef trained to make omelettes /research/news/a-good-egg-robot-chef-trained-to-make-omelettes <div class="field field-name-field-news-image field-type-image field-label-hidden"><div class="field-items"><div class="field-item even"><img class="cam-scale-with-grid" src="/sites/default/files/styles/content-580x288/public/news/research/news/sequence0100013123still007.jpg?itok=ovls7YU1" alt="" title="Credit: None" /></div></div></div><div class="field field-name-body field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p> 探花直播researchers, from the 探花直播 of Cambridge in collaboration with domestic appliance company Beko, used machine learning to train the robot to account for highly subjective matters of taste. 探花直播<a href="https://ieeexplore.ieee.org/document/8954776">results</a> are reported in the journal <em>IEEE Robotics and Automation Letters</em>, and will be available online as part of the virtual <a href="https://www.icra2020.org/program/program-overview">IEEE International Conference on Robotics and Automation</a> (ICRA 2020).</p>&#13; &#13; <p>A robot that can cook has been an aspiration of sci-fi authors, futurists, and scientists for decades. As artificial intelligence techniques have advanced, commercial companies have built prototype robot chefs, although none of these are currently commercially available, and they lag well behind their human counterparts in terms of skill.</p>&#13; &#13; <p>鈥淐ooking is a really interesting problem for roboticists, as humans can never be totally objective when it comes to food, so how do we as scientists assess whether the robot has done a good job?鈥 said Dr Fumiya Iida from Cambridge鈥檚 Department of Engineering, who led the research.</p>&#13; &#13; <p>Teaching a robot to prepare and cook food is a challenging task, since it must deal with complex problems in robot manipulation, computer vision, sensing and human-robot interaction, and produce a consistent end product.</p>&#13; &#13; <p>In addition, taste differs from person to person 鈥 cooking is a qualitative task, while robots generally excel at quantitative tasks. Since taste is not universal, universal solutions don鈥檛 exist. Unlike other optimisation problems, special tools need to be developed for robots to prepare food.</p>&#13; &#13; <p>Other research groups have trained robots to make cookies, pancakes and even pizza, but these robot chefs have not been optimised for the many subjective variables involved in cooking.</p>&#13; &#13; <p>Egg dishes, omelettes in particular, have long been considered a test of culinary skill. A popular piece of French culinary mythology states that each of the one hundred pleats in a chef鈥檚 hat represents a different way to cook an egg, although the exact origin of this adage is unknown.</p>&#13; &#13; <p>鈥淎n omelette is one of those dishes that is easy to make, but difficult to make well,鈥 said Iida. 鈥淲e thought it would be an ideal test to improve the abilities of a robot chef, and optimise for taste, texture, smell and appearance.鈥</p>&#13; &#13; <p>In partnership with <a href="https://www.beko.co.uk/">Beko</a>, Iida and his colleagues trained their robot chef to prepare an omelette, from cracking the eggs through to plating the finished dish. 探花直播work was performed in Cambridge鈥檚 Department of Engineering, using a test kitchen supplied by Beko plc and Symphony Group.</p>&#13; &#13; <p> 探花直播machine learning technique developed by Iida鈥檚 team makes use of a statistical tool, called Bayesian Inference, to squeeze out as much information as possible from the limited amount of data samples, which was necessary to avoid over-stuffing the human tasters with omelettes.</p>&#13; &#13; <p>鈥淎nother challenge we faced was the subjectivity of human sense of taste - humans aren鈥檛 very good at giving absolute measures, and usually give relative ones when it comes to taste,鈥 said Iida. 鈥淪o we needed to tweak the machine learning algorithm - the so-called batch algorithm - so that human tasters could give information based on comparative evaluations, rather than sequential ones.鈥</p>&#13; &#13; <p>But how did the robot measure up as a chef? 鈥 探花直播omelettes, in general,聽tasted great 鈥 much better than expected!鈥 said Iida.</p>&#13; &#13; <p> 探花直播results show that machine learning can be used to obtain quantifiable improvements in food optimisation. Additionally, such an approach can be easily extended to multiple robotic chefs. Further studies have to be conducted to investigate other optimisation techniques and their viability.</p>&#13; &#13; <p>鈥淏eko is passionate about designing the kitchen of the future and believes robotics applications such as this will play a crucial part. We are very happy to be collaborating with Dr Iida on this important topic,鈥 said Dr Graham Anderson, the industrial project supervisor from Beko鈥檚 Cambridge R&amp;D Centre.</p>&#13; &#13; <p><strong><em>Reference:</em></strong><br /><em>Kai Junge et al. 鈥</em><a href="https://ieeexplore.ieee.org/document/8954776"><em>Improving Robotic Cooking using Batch Bayesian Optimization</em></a><em>.鈥 IEEE Robotics and Automation Letters (2020). DOI: 10.1109/LRA.2020.2965418</em></p>&#13; </div></div></div><div class="field field-name-field-content-summary field-type-text-with-summary field-label-hidden"><div class="field-items"><div class="field-item even"><p><p>A team of engineers have trained a robot to prepare an omelette, all the way from cracking the eggs to plating the finished dish, and refined the 鈥榗hef鈥檚鈥 culinary skills to produce a reliable dish that actually tastes good.</p>&#13; </p></div></div></div><div class="field field-name-field-content-quote field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even">Cooking is a really interesting problem for roboticists, as humans can never be totally objective when it comes to food, so how do we as scientists assess whether the robot has done a good job?</div></div></div><div class="field field-name-field-content-quote-name field-type-text field-label-hidden"><div class="field-items"><div class="field-item even">Fumiya Iida</div></div></div><div class="field field-name-field-media field-type-file field-label-hidden"><div class="field-items"><div class="field-item even"><div id="file-161752" class="file file-video file-video-youtube"> <h2 class="element-invisible"><a href="/file/161752">Can robots make omelettes?</a></h2> <div class="content"> <div class="cam-video-container media-youtube-video media-youtube-3 "> <iframe class="media-youtube-player" src="https://www.youtube-nocookie.com/embed/G99hk9Tfw9M?wmode=opaque&controls=1&rel=0&autohide=0" frameborder="0" allowfullscreen></iframe> </div> </div> </div> </div></div></div><div class="field field-name-field-cc-attribute-text field-type-text-long field-label-hidden"><div class="field-items"><div class="field-item even"><p><a href="http://creativecommons.org/licenses/by/4.0/" rel="license"><img alt="Creative Commons License" src="https://i.creativecommons.org/l/by/4.0/88x31.png" style="border-width:0" /></a><br />&#13; 探花直播text in this work is licensed under a <a href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</a>. Images, including our videos, are Copyright 漏 探花直播 of Cambridge and licensors/contributors as identified.聽 All rights reserved. We make our image and video content available in a number of ways 鈥 as here, on our <a href="/">main website</a> under its <a href="/about-this-site/terms-and-conditions">Terms and conditions</a>, and on a <a href="/about-this-site/connect-with-us">range of channels including social media</a> that permit your use and sharing of our content under their respective Terms.</p>&#13; </div></div></div><div class="field field-name-field-show-cc-text field-type-list-boolean field-label-hidden"><div class="field-items"><div class="field-item even">Yes</div></div></div> Mon, 01 Jun 2020 11:40:51 +0000 sc604 215002 at