{"id":"https://openalex.org/W7225019200","doi":"https://doi.org/10.5281/zenodo.23836416","title":"A Novel Chaos-Enhanced Hybrid Harris Hawks Optimizer for Climate-Adaptive Solar Water Pumping: Multi-Objective Design of Cost, Reliability and Investment","display_name":"A Novel Chaos-Enhanced Hybrid Harris Hawks Optimizer for Climate-Adaptive Solar Water Pumping: Multi-Objective Design of Cost, Reliability and Investment","publication_year":2026,"publication_date":"2026-10-31","ids":{"openalex":"https://openalex.org/W7225019200","doi":"https://doi.org/10.5281/zenodo.23836416"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.23836416","doi":"https://doi.org/10.5281/zenodo.23836416","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23836416","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.23836416","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5160244345","display_name":"nabil ouzza","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405253128","display_name":"Ecole Nationale Polytechnique de Constantine","ror":"https://ror.org/00b9mr468","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4405253128"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"ouzza, nabil","raw_affiliation_strings":["Ecole Nationale Polytechnique de Constantine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ecole Nationale Polytechnique de Constantine","institution_ids":["https://openalex.org/I4405253128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010710075","display_name":"Selman Djeffal","orcid":"https://orcid.org/0000-0002-5473-6270","observed_orcids":["https://orcid.org/0000-0002-5473-6270"]},"institutions":[{"id":"https://openalex.org/I4405253128","display_name":"Ecole Nationale Polytechnique de Constantine","ror":"https://ror.org/00b9mr468","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4405253128"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"djeffal, selman","raw_affiliation_strings":["Ecole Nationale Polytechnique de Constantine"],"raw_orcid":"https://orcid.org/0000-0002-5473-6270","affiliations":[{"raw_affiliation_string":"Ecole Nationale Polytechnique de Constantine","institution_ids":["https://openalex.org/I4405253128"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037361215","display_name":"Abbes Attia","orcid":"https://orcid.org/0000-0002-9242-8834","observed_orcids":["https://orcid.org/0000-0002-9242-8834"]},"institutions":[{"id":"https://openalex.org/I114564095","display_name":"University of Ouargla","ror":"https://ror.org/05amrd548","country_code":"DZ","type":"education","lineage":["https://openalex.org/I114564095"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"attia, abbes","raw_affiliation_strings":["University of Ouargla"],"raw_orcid":"https://orcid.org/0000-0002-9242-8834","affiliations":[{"raw_affiliation_string":"University of Ouargla","institution_ids":["https://openalex.org/I114564095"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.63074932,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.7979000210762024,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.7979000210762024,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.04729999974370003,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11007","display_name":"Hybrid Renewable Energy Systems","score":0.03610000014305115,"subfield":{"id":"https://openalex.org/subfields/2102","display_name":"Energy Engineering and Power Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/harris-hawks-optimization","display_name":"Harris Hawks Optimization","score":0.7599999904632568},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"multi-objective optimization","score":0.8199999928474426},{"id":"https://openalex.org/keywords/solar-water-pumping","display_name":"solar water pumping","score":0.8320000171661377},{"id":"https://openalex.org/keywords/life-cycle-cost","display_name":"life cycle cost","score":0.6890000104904175},{"id":"https://openalex.org/keywords/life-cycle-co2-emissions","display_name":"life cycle CO2 emissions","score":0.7820000052452087},{"id":"https://openalex.org/keywords/battery-energy-storage","display_name":"battery energy storage","score":0.6510000228881836},{"id":"https://openalex.org/keywords/drip-irrigation","display_name":"drip irrigation","score":0.6629999876022339},{"id":"https://openalex.org/keywords/mitidja","display_name":"Mitidja","score":0.5699999928474426},{"id":"https://openalex.org/keywords/constantine","display_name":"Constantine","score":0.9919999837875366},{"id":"https://openalex.org/keywords/biskra","display_name":"Biskra","score":1.0}],"concepts":[{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5849999785423279},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.5551999807357788},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.48089998960494995},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46639999747276306},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.4465999901294708},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.3952000141143799},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.38420000672340393},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.3765000104904175},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.36309999227523804},{"id":"https://openalex.org/C138171918","wikidata":"https://www.wikidata.org/wiki/Q38423","display_name":"Diesel fuel","level":2,"score":0.32850000262260437},{"id":"https://openalex.org/C8505890","wikidata":"https://www.wikidata.org/wiki/Q605095","display_name":"Budget constraint","level":2,"score":0.32839998602867126},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.32710000872612},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3269999921321869},{"id":"https://openalex.org/C187633118","wikidata":"https://www.wikidata.org/wiki/Q1317949","display_name":"Economic dispatch","level":4,"score":0.3098999857902527},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2971000075340271},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.2637999951839447},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.257099986076355},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.25279998779296875}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.23836416","doi":"https://doi.org/10.5281/zenodo.23836416","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23836416","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},{"id":"doi:10.5281/zenodo.23836417","doi":"https://doi.org/10.5281/zenodo.23836417","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23836417","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"}],"best_oa_location":{"id":"doi:10.5281/zenodo.23836416","doi":"https://doi.org/10.5281/zenodo.23836416","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23836416","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.878000020980835,"display_name":"Affordable and clean energy"},{"id":"https://metadata.un.org/sdg/6","score":0.6618000268936157,"display_name":"Clean water and sanitation"},{"id":"https://metadata.un.org/sdg/13","score":0.5351999998092651,"display_name":"Climate action"},{"id":"https://metadata.un.org/sdg/9","score":0.4943999946117401,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7161120071","https://openalex.org/W3025298577","https://openalex.org/W4391981408","https://openalex.org/W7171192743","https://openalex.org/W2954066561","https://openalex.org/W3085801332","https://openalex.org/W7135026949","https://openalex.org/W6885146040","https://openalex.org/W7125527469","https://openalex.org/W7099734890"],"abstract_inverted_index":{"#":[0],"Supplementary":[1],"code":[2],"N.":[3],"Ouazaa,":[4],"S.":[5],"Djeffal,":[6],"\"Cost,":[7],"reliability":[8],"and":[9,64,82,108,124,141,158],"investment":[10],"trade-offs":[11],"of":[12,66,113,127,203],"agricultural":[13],"photovoltaic":[14],"waterpumping":[15],"in":[16],"three":[17],"Algerian":[18],"climates:":[19],"an":[20],"improved":[21],"multi-objective":[22],"Harris":[23],"hawks":[24],"optimiser\".":[25],"MATLAB/":[26],"hourly":[27,134],"PV":[28],"pumping":[29],"model,":[30],"MOPSO,":[31],"NSGA-II,":[32],"MOABC,":[33],"MOHHO,":[34],"MO-IHHO,":[35],"metrics,":[36],"the":[37,46,62,67,200,204],"10":[38,49,201],"figures":[39,65,202],"run":[40],"main_PVpump_MOO.m":[41],"(QUICK":[42],"=":[43],"false":[44],"for":[45],"paper":[47,68,205],"protocol:":[48],"runs":[50],"x":[51],"12":[52],"000":[53],"evaluations)":[54],"Python/":[55],"equivalent":[56],"NumPy":[57],"implementation":[58],"used":[59],"to":[60],"produce":[61],"results":[63],"(fullrun.py":[69],"->":[70,72],"analysis.py":[71],"figs.py,":[73],"tables.py;":[74],"see":[75],"Python/README.md)":[76],"PROBLEM_FORMULATION.md":[77],"decision":[78],"variables,":[79],"objectives,":[80],"model":[81],"algorithm":[83],"summary":[84],"Requirements:":[85],"MATLAB":[86],"R2019b":[87],"or":[88,117],"newer":[89],"(no":[90],"toolbox);":[91],"Python":[92],"3":[93],"with":[94],"numpy,":[95],"scipy,":[96],"matplotlib.":[97],"|":[98,101,105,121,133,146,155,166,171,177,187,199,206],"File":[99],"(MATLAB)":[100],"Role":[102],"||---|---||":[103],"pv_config.m":[104],"physical,":[106],"economic":[107],"CO2":[109,152],"data;":[110],"bounds;":[111],"choice":[112],"3rd":[114],"objective":[115,156],"(CAPEX":[116],"CO2)":[118],"||":[119,131,144,153,161,169,174,183,196],"pv_site.m":[120],"864-h":[122],"climate":[123],"drip-demand":[125],"series":[126],"Mitidja,":[128],"Constantine,":[129],"Biskra":[130],"pv_simulate.m":[132],"PV,":[135],"hydraulics":[136],"(dynamic":[137],"head),":[138],"tank,":[139],"battery":[140],"diesel":[142],"dispatch":[143],"pv_economics.m":[145],"20-year":[147],"LCC,":[148],"LCOW,":[149],"CAPEX,":[150],"life-cycle":[151],"pv_objectives.m":[154],"vector":[157],"LPSP":[159],"constraint":[160],"mo_pso.m,":[162],"mo_nsga2.m,":[163],"mo_abc.m,":[164],"mo_hho.m":[165],"reference":[167],"optimisers":[168],"mo_ihho.m":[170],"proposed":[172],"MO-IHHO":[173],"moo_utils.m,":[175],"algo_init.m":[176],"non-dominated":[178],"sorting,":[179],"crowding,":[180],"archive,":[181],"operators":[182],"moo_metrics.m,":[184],"pp_metrics.m,":[185],"print_tables.m":[186],"HV,":[188],"IGD,":[189],"IGD+,":[190],"spacing,":[191],"Wilcoxon,":[192],"coverage,":[193],"TOPSIS,":[194],"tables":[195],"make_figures.m,":[197],"zoom_inset.m":[198]},"counts_by_year":[],"updated_date":"2026-11-02T09:45:03.842371","created_date":"2026-11-01T00:00:00"}